Objetivo: Realizar análisis de datos de salarios mediante funciones de la libreria dplyr
Las librerías
library(readr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
require(stats) # Para tener la misma semilla cuando la generemos
Los datos
# Cargar datos de salarios
# salarios <- read.csv("Va la ruta en donde estan los datos")
salarios <- read.csv("https://raw.githubusercontent.com/rpizarrog/Curso-Titulacion-Data-Science-/master/2019/Datos/Salaries.csv")
# salarios # Ya no los queremos ver
str(salarios)
## 'data.frame': 148654 obs. of 13 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
summary(salarios)
## Id EmployeeName
## Min. : 1 Kevin Lee : 13
## 1st Qu.: 37164 Richard Lee : 11
## Median : 74328 Steven Lee : 11
## Mean : 74328 William Wong: 11
## 3rd Qu.:111491 John Chan : 9
## Max. :148654 KEVIN LEE : 9
## (Other) :148590
## JobTitle BasePay
## Transit Operator : 7036 Min. : -166
## Special Nurse : 4389 1st Qu.: 33588
## Registered Nurse : 3736 Median : 65007
## Public Svc Aide-Public Works: 2518 Mean : 66325
## Police Officer 3 : 2421 3rd Qu.: 94691
## Custodian : 2418 Max. :319275
## (Other) :126136 NA's :609
## OvertimePay OtherPay Benefits
## Min. : -0.01 Min. : -7058.6 Min. : -33.89
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.:11535.40
## Median : 0.00 Median : 811.3 Median :28628.62
## Mean : 5066.06 Mean : 3648.8 Mean :25007.89
## 3rd Qu.: 4658.18 3rd Qu.: 4236.1 3rd Qu.:35566.86
## Max. :245131.88 Max. :400184.2 Max. :96570.66
## NA's :4 NA's :4 NA's :36163
## TotalPay TotalPayBenefits Year Notes
## Min. : -618.1 Min. : -618.1 Min. :2011 Mode:logical
## 1st Qu.: 36169.0 1st Qu.: 44065.7 1st Qu.:2012 NA's:148654
## Median : 71426.6 Median : 92404.1 Median :2013
## Mean : 74768.3 Mean : 93692.6 Mean :2013
## 3rd Qu.:105839.1 3rd Qu.:132876.5 3rd Qu.:2014
## Max. :567595.4 Max. :567595.4 Max. :2014
##
## Agency Status
## San Francisco:148654 :110535
## FT: 22334
## PT: 15785
##
##
##
##
head(salarios) # Los primeros seis registros
## Id EmployeeName JobTitle
## 1 1 NATHANIEL FORD GENERAL MANAGER-METROPOLITAN TRANSIT AUTHORITY
## 2 2 GARY JIMENEZ CAPTAIN III (POLICE DEPARTMENT)
## 3 3 ALBERT PARDINI CAPTAIN III (POLICE DEPARTMENT)
## 4 4 CHRISTOPHER CHONG WIRE ROPE CABLE MAINTENANCE MECHANIC
## 5 5 PATRICK GARDNER DEPUTY CHIEF OF DEPARTMENT,(FIRE DEPARTMENT)
## 6 6 DAVID SULLIVAN ASSISTANT DEPUTY CHIEF II
## BasePay OvertimePay OtherPay Benefits TotalPay TotalPayBenefits Year
## 1 167411.2 0.00 400184.2 NA 567595.4 567595.4 2011
## 2 155966.0 245131.88 137811.4 NA 538909.3 538909.3 2011
## 3 212739.1 106088.18 16452.6 NA 335279.9 335279.9 2011
## 4 77916.0 56120.71 198306.9 NA 332343.6 332343.6 2011
## 5 134401.6 9737.00 182234.6 NA 326373.2 326373.2 2011
## 6 118602.0 8601.00 189082.7 NA 316285.7 316285.7 2011
## Notes Agency Status
## 1 NA San Francisco
## 2 NA San Francisco
## 3 NA San Francisco
## 4 NA San Francisco
## 5 NA San Francisco
## 6 NA San Francisco
Fitrar datos de empleado Kevin Lee" & Year == 201
filter(salarios, EmployeeName == "Kevin Lee")
## Id EmployeeName JobTitle BasePay
## 1 39716 Kevin Lee Police Officer 3 115866.90
## 2 40571 Kevin Lee Police Officer 3 117171.41
## 3 42511 Kevin Lee Electrical Transit System Mech 79220.54
## 4 49271 Kevin Lee Deputy Court Clerk III 84512.32
## 5 49440 Kevin Lee Deputy Court Clerk III 84512.34
## 6 50124 Kevin Lee Personnel Analyst 83382.00
## 7 52234 Kevin Lee Senior Parking Control Officer 66774.03
## 8 53932 Kevin Lee Transit Operator 57397.32
## 9 55120 Kevin Lee IS Administrator 2 68940.44
## 10 112386 Kevin Lee Sergeant 3 137982.14
## 11 123142 Kevin Lee IT Operations Support Admin IV 91606.03
## 12 124166 Kevin Lee Personnel Analyst 88353.01
## 13 124659 Kevin Lee Transit Operator 67230.30
## OvertimePay OtherPay Benefits TotalPay TotalPayBenefits Year Notes
## 1 23523.30 9313.54 34906.20 148703.74 183609.94 2012 NA
## 2 19606.88 4244.90 34610.10 141023.19 175633.29 2012 NA
## 3 40247.39 3353.49 38781.04 122821.42 161602.46 2012 NA
## 4 0.00 1469.99 36080.30 85982.31 122062.61 2012 NA
## 5 0.00 975.44 35902.02 85487.78 121389.80 2012 NA
## 6 0.00 0.00 35210.59 83382.00 118592.59 2012 NA
## 7 9599.08 1092.62 31902.38 77465.73 109368.11 2012 NA
## 8 9989.83 1800.48 34577.54 69187.63 103765.17 2012 NA
## 9 0.00 0.00 30650.48 68940.44 99590.92 2012 NA
## 10 18537.19 16039.62 43039.12 172558.95 215598.07 2014 NA
## 11 0.00 1013.00 34109.61 92619.03 126728.64 2014 NA
## 12 0.00 0.00 33172.33 88353.01 121525.34 2014 NA
## 13 10961.25 4050.85 36777.83 82242.40 119020.23 2014 NA
## Agency Status
## 1 San Francisco
## 2 San Francisco
## 3 San Francisco
## 4 San Francisco
## 5 San Francisco
## 6 San Francisco
## 7 San Francisco
## 8 San Francisco
## 9 San Francisco
## 10 San Francisco FT
## 11 San Francisco FT
## 12 San Francisco FT
## 13 San Francisco FT
filter(salarios, EmployeeName == "Kevin Lee" & Year == 2014)
## Id EmployeeName JobTitle BasePay OvertimePay
## 1 112386 Kevin Lee Sergeant 3 137982.14 18537.19
## 2 123142 Kevin Lee IT Operations Support Admin IV 91606.03 0.00
## 3 124166 Kevin Lee Personnel Analyst 88353.01 0.00
## 4 124659 Kevin Lee Transit Operator 67230.30 10961.25
## OtherPay Benefits TotalPay TotalPayBenefits Year Notes Agency
## 1 16039.62 43039.12 172558.95 215598.1 2014 NA San Francisco
## 2 1013.00 34109.61 92619.03 126728.6 2014 NA San Francisco
## 3 0.00 33172.33 88353.01 121525.3 2014 NA San Francisco
## 4 4050.85 36777.83 82242.40 119020.2 2014 NA San Francisco
## Status
## 1 FT
## 2 FT
## 3 FT
## 4 FT
Cuántos empleados están entre un salario total de 150000 y 170000 en el 2012
cuantos <- filter(salarios, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
str(cuantos) # Estructura de cuantos
## 'data.frame': 2913 obs. of 13 variables:
## $ Id : int 41218 41219 41220 41221 41222 41223 41224 41225 41226 41227 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 16010 20663 88354 60640 94542 73444 45099 108649 89546 64494 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 1565 2087 234 806 615 1414 1413 1565 1415 625 ...
## $ BasePay : num 112611 102662 97609 110847 88374 ...
## $ OvertimePay : num 5648 19465 22952 3927 33428 ...
## $ OtherPay : num 6037 6254 8148 18492 10512 ...
## $ Benefits : num 45699 41608 41273 36714 37660 ...
## $ TotalPay : num 124296 128382 128709 133266 132314 ...
## $ TotalPayBenefits: num 169995 169990 169982 169980 169973 ...
## $ Year : int 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
nrow(cuantos) # Cuantos registros
## [1] 2913
Cuantos registros hay por encima del cuartil 75
cuartil75 <- quantile(salarios$TotalPayBenefits, 0.75)
cuantos <- filter(salarios, TotalPayBenefits >= cuartil75)
str(cuantos) # Estructura de cuantos
## 'data.frame': 37164 obs. of 13 variables:
## $ Id : int 1 2 3 4 5 6 7 8 9 10 ...
## $ EmployeeName : Factor w/ 110810 levels "A Bernard Fatooh",..: 77636 34712 1560 17232 81101 23164 3271 22709 73975 47938 ...
## $ JobTitle : Factor w/ 2159 levels "Account Clerk",..: 836 298 298 2149 594 135 246 609 246 370 ...
## $ BasePay : num 167411 155966 212739 77916 134402 ...
## $ OvertimePay : num 0 245132 106088 56121 9737 ...
## $ OtherPay : num 400184 137811 16453 198307 182235 ...
## $ Benefits : num NA NA NA NA NA NA NA NA NA NA ...
## $ TotalPay : num 567595 538909 335280 332344 326373 ...
## $ TotalPayBenefits: num 567595 538909 335280 332344 326373 ...
## $ Year : int 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
## $ Notes : logi NA NA NA NA NA NA ...
## $ Agency : Factor w/ 1 level "San Francisco": 1 1 1 1 1 1 1 1 1 1 ...
## $ Status : Factor w/ 3 levels "","FT","PT": 1 1 1 1 1 1 1 1 1 1 ...
nrow(cuantos) # Cuantos registros
## [1] 37164
Proyectar atributos de un conjunto de datos por medio de select
Primero un select y luego un filter o viceversa
registros <- select(salarios, Id, EmployeeName, TotalPayBenefits, Year)
# registros
cuales <- filter(registros, TotalPayBenefits >= 150000 & TotalPayBenefits <= 170000 & Year == 2012)
cuales
## Id EmployeeName TotalPayBenefits Year
## 1 41218 Cheryl De Lemos 169995.4 2012
## 2 41219 Daniel Godfrey 169990.1 2012
## 3 41220 Robert Harvey 169982.0 2012
## 4 41221 Lawrence McDonnell 169980.4 2012
## 5 41222 Sergio Chavez 169973.1 2012
## 6 41223 Michael Grande 169970.4 2012
## 7 41224 Jeffrey Chow 169963.2 2012
## 8 41225 Winilyn Hidalgo 169960.5 2012
## 9 41226 Rodney Lee 169960.3 2012
## 10 41227 Lucille Palma 169940.8 2012
## 11 41228 Jonathan Rapp 169939.2 2012
## 12 41229 Ajay Saxena 169936.3 2012
## 13 41230 Albert Tom 169933.8 2012
## 14 41231 Edith Hammond 169930.6 2012
## 15 41232 Hector Tam 169925.7 2012
## 16 41233 Eugene Ling 169898.1 2012
## 17 41234 Xing Wang 169897.1 2012
## 18 41235 Crystal McDonald 169893.1 2012
## 19 41236 Patrick Cox 169890.4 2012
## 20 41237 Balraj Singh Rai 169887.5 2012
## 21 41238 Jennifer Northridge 169879.5 2012
## 22 41239 Roger Fong 169876.2 2012
## 23 41240 Edgar Tabo 169876.1 2012
## 24 41241 Kin Lee 169864.1 2012
## 25 41242 Kevin Adkins 169849.0 2012
## 26 41243 Curtis Caldwell 169837.2 2012
## 27 41244 Dianna Yanez 169831.5 2012
## 28 41245 Samuel Yu 169820.4 2012
## 29 41246 Eugene Shu 169811.9 2012
## 30 41247 Dale Winniford 169799.7 2012
## 31 41248 Clifford Burkhart 169798.2 2012
## 32 41249 Suzanne Miller 169794.0 2012
## 33 41250 Catheryn Williams 169791.3 2012
## 34 41251 Stephen Gritsch 169741.6 2012
## 35 41252 Maria Cecilia Martin 169740.3 2012
## 36 41253 Russell Roby 169736.7 2012
## 37 41254 Lawrence Soe 169732.1 2012
## 38 41255 Stephon Degand 169723.0 2012
## 39 41256 Michelle Tong 169704.5 2012
## 40 41257 James Kazarian 169704.2 2012
## 41 41258 Violeta Del Mundo 169699.7 2012
## 42 41259 Fred Lew 169693.3 2012
## 43 41260 Donald Bannett 169688.4 2012
## 44 41261 Miles Young 169673.6 2012
## 45 41262 Victor Le 169660.8 2012
## 46 41263 Eric Louie 169660.2 2012
## 47 41264 Lawrence Ng 169654.4 2012
## 48 41265 Eduard Ochoa 169639.7 2012
## 49 41266 Geoffrey Clayton 169635.6 2012
## 50 41267 Rona Sandler 169633.7 2012
## 51 41268 Larry Para 169624.0 2012
## 52 41269 Tracy Miesen 169619.6 2012
## 53 41270 Linda Moore 169607.8 2012
## 54 41271 Kaushal Bhaskar 169591.4 2012
## 55 41272 Moses Bautista 169562.9 2012
## 56 41273 Sophal Chea 169556.0 2012
## 57 41274 John Edward Herbert 169540.4 2012
## 58 41275 Shao Ping Lai 169540.4 2012
## 59 41276 William McCarthy 169527.5 2012
## 60 41277 Keith Baraka 169526.0 2012
## 61 41278 Richie Owyang 169518.8 2012
## 62 41279 Kenyon Bowers 169509.4 2012
## 63 41280 Herbert Mariano 169502.8 2012
## 64 41281 Maria Perez 169493.4 2012
## 65 41282 Gail Clabby 169492.0 2012
## 66 41283 Philip Secondez 169485.0 2012
## 67 41284 Marco Desangles 169480.8 2012
## 68 41285 Wilfredo Arquiza 169479.5 2012
## 69 41286 David Sands 169467.2 2012
## 70 41287 M J Castagnola 169463.2 2012
## 71 41288 Edwin Gaffud 169454.9 2012
## 72 41289 Sarah Lindley 169453.5 2012
## 73 41290 Carlos Manfredi 169442.4 2012
## 74 41291 Cathal Hennessy 169442.1 2012
## 75 41292 Diana Rosenstein 169432.1 2012
## 76 41293 Mary Russo 169431.2 2012
## 77 41294 Jeffrey Spano 169411.1 2012
## 78 41295 Craig Wong 169409.1 2012
## 79 41296 Fidel Gonzalez 169378.5 2012
## 80 41297 Deborah Heuerman 169373.7 2012
## 81 41298 Maria Lopez 169357.5 2012
## 82 41299 Diane Scarlet 169355.0 2012
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012
## 84 41301 Gabriel Rodriguez 169331.7 2012
## 85 41302 Jeff Lai 169315.0 2012
## 86 41303 Thomas Macmahon 169308.8 2012
## 87 41304 Burton Wan 169307.1 2012
## 88 41305 Edwin Lee 169304.4 2012
## 89 41306 Kenneth Lim 169296.0 2012
## 90 41307 Thanh Nguyen 169295.9 2012
## 91 41308 Robert Boughn 169290.0 2012
## 92 41309 Joseph Boyle 169275.7 2012
## 93 41310 Antonio Balingit 169272.0 2012
## 94 41311 Garrett Edwards 169266.9 2012
## 95 41312 Shane Oneill 169255.5 2012
## 96 41313 Mary Callahan 169245.2 2012
## 97 41314 George Engel 169243.8 2012
## 98 41315 Barry Parker 169242.4 2012
## 99 41316 Jonathan Rider 169240.6 2012
## 100 41317 William Reilly 169239.7 2012
## 101 41318 Oren Davis 169235.3 2012
## 102 41319 Shauna Rose 169218.2 2012
## 103 41320 John Rowland 169217.7 2012
## 104 41321 Raymond Padmore 169214.4 2012
## 105 41322 Carol Davenport 169211.9 2012
## 106 41323 Edward Carew 169203.0 2012
## 107 41324 Rodney Fitzpatrick 169192.4 2012
## 108 41325 Lily Wang 169191.7 2012
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012
## 110 41327 Elpidio Seletaria Jr 169161.2 2012
## 111 41328 Eric Kjelsberg 169150.7 2012
## 112 41329 James Grant 169136.8 2012
## 113 41330 Yin Chan 169131.3 2012
## 114 41331 Manito Velasco 169130.3 2012
## 115 41332 Lavante Mitchell 169126.5 2012
## 116 41333 Simon Tam 169123.0 2012
## 117 41334 Amy Swanson 169121.9 2012
## 118 41335 Armando Quintana 169112.3 2012
## 119 41336 Stephen OSullivan 169107.8 2012
## 120 41337 Romina Izaguirre 169091.8 2012
## 121 41338 Victor Siao 169089.8 2012
## 122 41339 Thomas Petersen 169089.4 2012
## 123 41340 Angelo Spagnoli 169087.7 2012
## 124 41341 Joseph Molinari 169082.7 2012
## 125 41342 Chhunmeng Tov 169061.5 2012
## 126 41343 Kevin Stancombe 169057.4 2012
## 127 41344 Andy Wong 169051.6 2012
## 128 41345 Eric Kondo 169042.5 2012
## 129 41346 Ronald Lombardi 169035.7 2012
## 130 41347 John Hallisy 169028.5 2012
## 131 41348 David Camerlo 169028.5 2012
## 132 41349 Thomas Jang 169020.9 2012
## 133 41350 Richard Graham 169017.5 2012
## 134 41351 William Wilkinson 169003.4 2012
## 135 41352 Mary Murphy 168997.5 2012
## 136 41353 Michael Dean 168990.1 2012
## 137 41354 Mary Warren 168977.2 2012
## 138 41355 Reuben Reyes 168968.8 2012
## 139 41356 John Kositzin 168966.9 2012
## 140 41357 Waylen Wang 168953.5 2012
## 141 41358 Mary Navickas 168951.9 2012
## 142 41359 Alfredo Tio 168948.6 2012
## 143 41360 Ponciano Sulit Jr 168938.3 2012
## 144 41361 Mark Pandori 168921.1 2012
## 145 41362 Paul Francis Mariano 168920.8 2012
## 146 41363 Nancy Tung 168918.2 2012
## 147 41364 Dennis Dang 168915.4 2012
## 148 41365 Jenny Wei-Ying Louie 168895.6 2012
## 149 41366 Gregory Dito 168888.3 2012
## 150 41367 Yvonne Cobbs 168887.8 2012
## 151 41368 Charles Bellah 168887.4 2012
## 152 41369 Dan Truong 168886.3 2012
## 153 41370 Waymen Gee 168883.8 2012
## 154 41371 Lindsey Suslow 168875.0 2012
## 155 41372 Judy Chin 168874.7 2012
## 156 41373 Hank Lum 168874.1 2012
## 157 41374 Yan Zou 168873.0 2012
## 158 41375 Donald Richman 168872.6 2012
## 159 41376 Baron Darnell 168861.4 2012
## 160 41377 Wendi Boselli 168860.4 2012
## 161 41378 Wendy Wells 168857.6 2012
## 162 41379 Anthony Garrett 168857.1 2012
## 163 41380 Ahmad Moghbel 168850.9 2012
## 164 41381 Albert Tom 168842.4 2012
## 165 41382 Albert Wong 168841.0 2012
## 166 41383 Ted Leung 168838.6 2012
## 167 41384 Louis Vallerga 168819.3 2012
## 168 41385 Eileen Needham 168819.0 2012
## 169 41386 Conroy Tam 168818.5 2012
## 170 41387 Edward Ho 168813.1 2012
## 171 41388 John Kwong 168806.7 2012
## 172 41389 Glenn Hunt 168799.6 2012
## 173 41390 Bryant Woo 168793.3 2012
## 174 41391 Heather Bollinger 168791.8 2012
## 175 41392 Linda Leong 168786.8 2012
## 176 41393 Filipinas Guasque 168780.9 2012
## 177 41394 Daniel Kim 168777.0 2012
## 178 41395 Douglas Ullman 168771.0 2012
## 179 41396 Joseph Ferrer 168762.5 2012
## 180 41397 Angelito Camerino 168761.2 2012
## 181 41398 Matthew Valmonte 168757.4 2012
## 182 41399 James Blue 168757.4 2012
## 183 41400 Catherine Weiser 168755.8 2012
## 184 41401 Lesley Wong 168751.0 2012
## 185 41402 Kenneth Sanchez 168746.9 2012
## 186 41403 John Chien 168746.0 2012
## 187 41404 Steven Ferraz 168744.6 2012
## 188 41405 Robbin Boykin 168738.7 2012
## 189 41406 Tommie Bartley 168731.2 2012
## 190 41407 David Leung 168730.7 2012
## 191 41408 Xavier Murillo 168729.8 2012
## 192 41409 Sergio Barraza 168728.4 2012
## 193 41410 Mun Choi 168722.1 2012
## 194 41411 Victor Lubet 168716.6 2012
## 195 41412 Erick Santiago 168713.5 2012
## 196 41413 Salome Esteves 168707.0 2012
## 197 41414 Brian Ng 168706.0 2012
## 198 41415 Chu Fei Ho 168698.6 2012
## 199 41416 Steven Lee 168691.5 2012
## 200 41417 Jennifer Liu 168686.1 2012
## 201 41418 Gene Gabriel 168682.4 2012
## 202 41419 Darren Arkava 168675.6 2012
## 203 41420 Feliciano Pili 168672.9 2012
## 204 41421 Nelson Szeto 168670.4 2012
## 205 41422 Steven Thomazin 168659.6 2012
## 206 41423 Eddie Tsui 168652.5 2012
## 207 41424 Jan Bryan Reyes 168649.5 2012
## 208 41425 Marilyn Daniels 168645.9 2012
## 209 41426 Shirley Chin 168639.3 2012
## 210 41427 Warren Leong 168634.5 2012
## 211 41428 William Scott 168630.6 2012
## 212 41429 Karen Hernandez 168629.9 2012
## 213 41430 Raymond Chu 168613.5 2012
## 214 41431 Mandana Siyadat 168612.6 2012
## 215 41432 Carl Farsai 168612.2 2012
## 216 41433 Jared Dunn 168612.0 2012
## 217 41434 Lynn Fong 168608.8 2012
## 218 41435 Kent Ford 168605.7 2012
## 219 41436 Mongkol Mahavongtrakul 168604.5 2012
## 220 41437 Hadi Razzaq 168573.2 2012
## 221 41438 Ryan Macaulay 168566.1 2012
## 222 41439 Tiffany Sutton 168564.5 2012
## 223 41440 Jeffery Sung 168563.1 2012
## 224 41441 Willy Yau 168561.3 2012
## 225 41442 Neil Hopper 168559.9 2012
## 226 41443 Nicholas Apodaca 168549.0 2012
## 227 41444 Stanley So 168547.9 2012
## 228 41445 Alexis Dufour 168546.5 2012
## 229 41446 Michael Tsang 168542.3 2012
## 230 41447 John Moren 168533.2 2012
## 231 41448 Edmund Shum 168518.6 2012
## 232 41449 James Kennedy 168501.1 2012
## 233 41450 Charles Drane 168495.6 2012
## 234 41451 Alice Yan 168494.0 2012
## 235 41452 Kenneth Yee 168490.5 2012
## 236 41453 Eunice Au-Yeung 168488.9 2012
## 237 41454 Carol Degraca 168482.8 2012
## 238 41455 Susan Yee 168482.1 2012
## 239 41456 Steven Currie 168467.3 2012
## 240 41457 Barbara Pinelli 168462.6 2012
## 241 41458 Sasha Cuttler 168459.4 2012
## 242 41459 Travis Hoff 168446.3 2012
## 243 41460 Reginald Scott 168444.5 2012
## 244 41461 Leslie Smith 168430.9 2012
## 245 41462 Ronda Johnson 168425.2 2012
## 246 41463 Sue Kokalis 168414.3 2012
## 247 41464 Miguel Prado 168413.8 2012
## 248 41465 Wayne Lee 168412.5 2012
## 249 41466 James Garfield 168410.8 2012
## 250 41467 Michael Pierron 168408.7 2012
## 251 41468 John Mercurio 168408.0 2012
## 252 41469 Michael Dichoso 168394.6 2012
## 253 41470 Damon Curtis 168394.3 2012
## 254 41471 Ronnie Donaldson 168378.2 2012
## 255 41472 Sonsire Garcia 168364.9 2012
## 256 41473 Franco Herrera 168364.8 2012
## 257 41474 Marvin Yee 168363.0 2012
## 258 41475 Deryk Lee 168360.4 2012
## 259 41476 Michael Kilgariff 168356.9 2012
## 260 41477 Joseph Siragusa 168350.9 2012
## 261 41478 David Koester 168349.8 2012
## 262 41479 Vilaska Nguyen 168343.2 2012
## 263 41480 Aaron Cowhig 168330.4 2012
## 264 41481 David Goff 168328.5 2012
## 265 41482 Jennifer Leonard 168322.0 2012
## 266 41483 Stacie Feng 168321.4 2012
## 267 41484 Masby Lau 168313.0 2012
## 268 41485 Stephen Roja 168313.0 2012
## 269 41486 Orchid Soh 168302.7 2012
## 270 41487 Jack Wronski 168298.5 2012
## 271 41488 Brandon Smith 168295.0 2012
## 272 41489 Alfonso Herce 168277.7 2012
## 273 41490 Andrew Mac Ilrath 168259.5 2012
## 274 41491 Woon Wong 168257.5 2012
## 275 41492 Carl Lee 168254.6 2012
## 276 41493 Stephanie Colmenero 168252.5 2012
## 277 41494 David Aymerich 168243.1 2012
## 278 41495 Roger Smith 168237.2 2012
## 279 41496 Gene Cornyn 168191.4 2012
## 280 41497 Joel Hornstein 168185.4 2012
## 281 41498 Helena Leiner 168179.7 2012
## 282 41499 Karyn Sanchez 168178.2 2012
## 283 41500 Michael Shanley 168177.4 2012
## 284 41501 Susan Hou 168164.3 2012
## 285 41502 Chris Schaefer 168150.8 2012
## 286 41503 Ashley Fernandez 168145.5 2012
## 287 41504 Virginia Sunday 168131.8 2012
## 288 41505 Carla Kasper 168127.5 2012
## 289 41506 Antonio Claudio 168122.1 2012
## 290 41507 Daniel Shiu 168118.4 2012
## 291 41508 Samuel Lou 168114.5 2012
## 292 41509 Laura Bernabei 168099.4 2012
## 293 41510 Brian Cranna 168080.4 2012
## 294 41511 Dustin Daza 168072.7 2012
## 295 41512 Peter Hamilton 168072.4 2012
## 296 41513 Anna Calderon 168072.0 2012
## 297 41514 William Kelleher 168071.2 2012
## 298 41515 Cristina Abella 168064.0 2012
## 299 41516 Matthew Loya 168042.0 2012
## 300 41517 Erik Leung 168034.1 2012
## 301 41518 Darla McBride 168019.4 2012
## 302 41519 Robyn Gralicer 168018.2 2012
## 303 41520 Jennifer Kwok 168007.8 2012
## 304 41521 William Twomey 168005.8 2012
## 305 41522 Alice Chan 167986.4 2012
## 306 41523 Jacqueline Pepper 167983.7 2012
## 307 41524 Anthony Scott 167982.5 2012
## 308 41525 Dale Denice Wood 167981.7 2012
## 309 41526 Marilyn Matli 167975.9 2012
## 310 41527 Andrew Flynn 167964.1 2012
## 311 41528 Tina King 167958.4 2012
## 312 41529 Alan Lamb 167950.3 2012
## 313 41530 James Alonso 167950.0 2012
## 314 41531 Gregory Browne 167942.7 2012
## 315 41532 Donald McIntyre 167939.1 2012
## 316 41533 Laura Moye 167937.2 2012
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## 319 41536 Laura Lombardi 167888.6 2012
## 320 41537 Jason Wong 167884.9 2012
## 321 41538 Miguel Herrera 167877.3 2012
## 322 41539 Patrick Burke 167875.0 2012
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## 324 41541 Ethel Yap Roque 167868.2 2012
## 325 41542 Azarias Castro 167864.5 2012
## 326 41543 Genieve Dela Cruz 167864.4 2012
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## 328 41545 Andrew Geddes 167834.5 2012
## 329 41546 Tigran Antonian 167831.9 2012
## 330 41547 Jonathan Eric Non 167831.5 2012
## 331 41548 Keanway Kyi 167829.9 2012
## 332 41549 Curtis Nakano 167819.9 2012
## 333 41550 Jonathan Kuhns 167819.6 2012
## 334 41551 Phillip Frenkel 167815.4 2012
## 335 41552 Tracey Loveridge 167779.4 2012
## 336 41553 Gregory Stechschulte 167777.5 2012
## 337 41554 Purisima Mallari 167773.5 2012
## 338 41555 Amy Cohen 167763.2 2012
## 339 41556 Deborah Walters 167761.2 2012
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## 342 41559 Kendra Kennedy 167751.9 2012
## 343 41560 Anthony Piazza 167750.9 2012
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## 347 41564 Huan Chen 167717.2 2012
## 348 41565 Elizabeth Crudo 167713.0 2012
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## 354 41571 Paul Mourgos 167671.2 2012
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## 356 41573 Matthew Sullivan 167650.2 2012
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## 358 41575 Wilson Ng 167632.2 2012
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## 360 41577 Justin Wong 167619.7 2012
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## 411 41628 Chien-Ping Chou 167202.8 2012
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## 427 41644 Paolo Pignataro 167077.7 2012
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## 440 41657 Tracey Packer 166983.7 2012
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## 461 41678 Maria Janette Navarro 166843.4 2012
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## 728 41945 Gerard McNamara 165077.9 2012
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## 730 41947 Eutemio Espina 165066.6 2012
## 731 41948 Ernest Mendieta 165061.8 2012
## 732 41949 Aileen Pablo 165053.0 2012
## 733 41950 Georganna Reis 165050.9 2012
## 734 41951 Tina Gilbert 165046.9 2012
## 735 41952 Peter Quigley 165042.8 2012
## 736 41953 Greg Kato 165039.2 2012
## 737 41954 Rock Plichcik 165036.2 2012
## 738 41955 Angela Rodriguez 165018.3 2012
## 739 41956 Jacqueline Candies 165016.9 2012
## 740 41957 Frederick Sass 165007.6 2012
## 741 41958 Hanna Vu 165002.0 2012
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## 743 41960 Richard Morgante 164982.8 2012
## 744 41961 Matthew Olsen 164978.4 2012
## 745 41962 Scott MacPherson 164974.0 2012
## 746 41963 Stephanie Sakai 164969.4 2012
## 747 41964 Alexander Ismail 164966.8 2012
## 748 41965 Aaron Smith 164960.6 2012
## 749 41966 George Bernal 164960.3 2012
## 750 41967 Julian Perry 164955.7 2012
## 751 41968 Erwin Villanueva 164951.8 2012
## 752 41969 Wlater Contreras 164945.8 2012
## 753 41970 Donna Hood 164940.0 2012
## 754 41971 Stephanie Felder 164938.3 2012
## 755 41972 Adrienne Kane 164929.7 2012
## 756 41973 Mark Mitchinson 164927.1 2012
## 757 41974 Gary Mendribil 164923.0 2012
## 758 41975 Myra Basa 164914.2 2012
## 759 41976 Thomas Sujo 164912.0 2012
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## 761 41978 James Quanico 164903.2 2012
## 762 41979 Maria Lesa Busine 164892.6 2012
## 763 41980 Justin Dauterman 164876.1 2012
## 764 41981 Martha Baer 164872.8 2012
## 765 41982 Louis Hargreaves 164865.3 2012
## 766 41983 Marcus Richardson 164865.0 2012
## 767 41984 Gregory Buhagiar 164860.0 2012
## 768 41985 Nida Torrijos 164857.7 2012
## 769 41986 Deanna Calleros 164854.7 2012
## 770 41987 Nicolas Huff 164853.4 2012
## 771 41988 Steve Shih 164847.8 2012
## 772 41989 Peter P Li 164838.3 2012
## 773 41990 Sean Pastori 164819.8 2012
## 774 41991 Jeremy Lukins 164815.5 2012
## 775 41992 Robert Dennis 164811.2 2012
## 776 41993 Elsa Palomar 164806.4 2012
## 777 41994 Amiee Alden 164802.7 2012
## 778 41995 Christian Murphy 164789.8 2012
## 779 41996 Eric Perez 164786.6 2012
## 780 41997 Romina Gutierrez 164780.8 2012
## 781 41998 Rebecca Morrow 164763.7 2012
## 782 41999 Suzanne Garnier 164763.5 2012
## 783 42000 Rory Preston 164762.2 2012
## 784 42001 Bela Carreira 164760.3 2012
## 785 42002 Philip Judson 164755.9 2012
## 786 42003 Aleda Graham 164747.1 2012
## 787 42004 Gare Reblando 164729.3 2012
## 788 42005 Lisa Holton 164728.9 2012
## 789 42006 David Martindale 164725.9 2012
## 790 42007 Milton Bliss 164705.0 2012
## 791 42008 Carol Scatena 164698.9 2012
## 792 42009 Winson Seto 164695.3 2012
## 793 42010 Karen Heckman 164671.1 2012
## 794 42011 Brian Hicklin 164668.4 2012
## 795 42012 Kenneth Lomba 164666.9 2012
## 796 42013 David Barber 164664.0 2012
## 797 42014 Louis Ferrigno 164635.8 2012
## 798 42015 Mary McLaughlin 164626.0 2012
## 799 42016 Ocean Embody 164620.4 2012
## 800 42017 Almer Manrique Jr 164604.1 2012
## 801 42018 Brian Levardo 164604.0 2012
## 802 42019 Calvin Tom 164601.5 2012
## 803 42020 Hsiao-Lung Chang 164597.3 2012
## 804 42021 Christopher Del Gandio 164588.3 2012
## 805 42022 Jamie Dwyer 164581.4 2012
## 806 42023 John Ho 164579.7 2012
## 807 42024 Wan-Lan Tay 164567.6 2012
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## 809 42026 Long Diep 164558.9 2012
## 810 42027 Craig Freeman 164556.2 2012
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## 832 42049 Petra Johnson 164397.9 2012
## 833 42050 Daniel Fogarty 164396.7 2012
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## 835 42052 Natasha Mihal 164380.7 2012
## 836 42053 Timothy Buelow Donovan IV 164378.4 2012
## 837 42054 Alice Dicroce 164373.4 2012
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## 840 42057 Kelly Paul 164363.2 2012
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## 1854 43071 Richard Cooper 157872.5 2012
## 1855 43072 Steven Wood 157858.6 2012
## 1856 43073 Paulina Araica 157855.9 2012
## 1857 43074 Jordan Oryall 157846.7 2012
## 1858 43075 Stacy Youngblood 157839.8 2012
## 1859 43076 Armando Limon 157839.8 2012
## 1860 43077 Nathan Bernard 157834.6 2012
## 1861 43078 Joseph Valdez 157810.1 2012
## 1862 43079 Oscar Wallace 157790.6 2012
## 1863 43080 Jenny Lopez 157788.6 2012
## 1864 43081 Michael Tennant 157777.9 2012
## 1865 43082 Adam Plantinga 157756.2 2012
## 1866 43083 Marc Majors 157743.1 2012
## 1867 43084 Ricardo Miles 157742.2 2012
## 1868 43085 Oliver Gajda 157739.9 2012
## 1869 43086 Craig Brandolino 157732.7 2012
## 1870 43087 Donn Vasquez 157731.1 2012
## 1871 43088 David Fok 157727.3 2012
## 1872 43089 Darryl Jones 157721.8 2012
## 1873 43090 Marian Campion-Healy 157720.1 2012
## 1874 43091 Anthony Vaughn 157711.5 2012
## 1875 43092 William Sears 157701.9 2012
## 1876 43093 Victor Chan 157698.0 2012
## 1877 43094 Murat Bozkurt 157696.2 2012
## 1878 43095 David Steffen 157690.9 2012
## 1879 43096 Kimberly Cates 157678.6 2012
## 1880 43097 Pamela Davis 157673.0 2012
## 1881 43098 Lonnie Robbins 157671.5 2012
## 1882 43099 Rafael Guzman 157665.8 2012
## 1883 43100 Michelle Spears 157660.8 2012
## 1884 43101 Mercy Ambat 157658.9 2012
## 1885 43102 Patti Viri 157656.2 2012
## 1886 43103 Oscar Gee 157651.4 2012
## 1887 43104 Stephen Bucy 157633.3 2012
## 1888 43105 Diane Artz 157631.0 2012
## 1889 43106 Michelle Day 157630.0 2012
## 1890 43107 Jeffrey Babb 157618.9 2012
## 1891 43108 Peter Walker 157610.5 2012
## 1892 43109 Jelina Enriquez 157606.7 2012
## 1893 43110 Rick Figari 157597.5 2012
## 1894 43111 Sheri Lee 157592.3 2012
## 1895 43112 Marco Evoniuk 157586.6 2012
## 1896 43113 Yolanda Quisao 157586.2 2012
## 1897 43114 Rigoberto Haro 157576.9 2012
## 1898 43115 Vicki Gross 157572.7 2012
## 1899 43116 Thomas Fenwick 157571.0 2012
## 1900 43117 Jasmine Suguitan 157569.6 2012
## 1901 43118 Jacob Gilchrist 157566.2 2012
## 1902 43119 Enrique Luquin 157556.5 2012
## 1903 43120 Linda Taing 157549.6 2012
## 1904 43121 Rosalyn Rouede 157546.3 2012
## 1905 43122 Fabian Perez 157532.0 2012
## 1906 43123 Martin Scanlan 157529.7 2012
## 1907 43124 Angie Lee 157525.3 2012
## 1908 43125 Jennifer Marino 157512.3 2012
## 1909 43126 Gigi Ricasa 157509.0 2012
## 1910 43127 Dalton Hom 157503.8 2012
## 1911 43128 Faenetta Hutchings 157490.0 2012
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012
## 1913 43130 John Higgins 157478.8 2012
## 1914 43131 Michael Kellogg 157472.8 2012
## 1915 43132 William Brunicardi 157461.8 2012
## 1916 43133 Lily Ng 157438.6 2012
## 1917 43134 Yim Chan 157433.2 2012
## 1918 43135 Sheila Calabro 157431.9 2012
## 1919 43136 Beverly Jew 157426.8 2012
## 1920 43137 Phong Nguyen 157424.0 2012
## 1921 43138 Agustin Perez 157412.4 2012
## 1922 43139 George Antoniotti 157406.3 2012
## 1923 43140 Kenny Wong 157406.0 2012
## 1924 43141 Eugene Paras 157405.2 2012
## 1925 43142 Holland Stephens 157396.8 2012
## 1926 43143 Edward Greene 157393.9 2012
## 1927 43144 Milton Khuu 157393.9 2012
## 1928 43145 Jeffrey Ranta 157383.9 2012
## 1929 43146 Michael Clauzel 157380.3 2012
## 1930 43147 John Chester 157380.2 2012
## 1931 43148 Robert Toomey 157379.6 2012
## 1932 43149 Rhaymond Vizcarra 157369.0 2012
## 1933 43150 Luigi Cauteruccio 157362.1 2012
## 1934 43151 Michael Broussard 157360.5 2012
## 1935 43152 Nicholas Brady 157354.6 2012
## 1936 43153 Joshua Fry 157319.4 2012
## 1937 43154 Jerome Manalastas 157303.4 2012
## 1938 43155 Rebecca Salazar 157292.2 2012
## 1939 43156 Carol Karen 157292.2 2012
## 1940 43157 Teresa Rivor 157284.1 2012
## 1941 43158 Walter Podesta Jr 157281.0 2012
## 1942 43159 Lalaine Pillazar 157277.1 2012
## 1943 43160 Charles Chan 157275.2 2012
## 1944 43161 Patrick Cesari 157263.0 2012
## 1945 43162 Al J Sangimino 157252.4 2012
## 1946 43163 Rondaa Jackson 157243.5 2012
## 1947 43164 Kelly Swift 157234.5 2012
## 1948 43165 Marilyn Barton 157232.0 2012
## 1949 43166 Jennifer Traw 157231.2 2012
## 1950 43167 Chung Mak 157225.5 2012
## 1951 43168 Chris Domerofski 157207.5 2012
## 1952 43169 Katy Bersamin 157202.8 2012
## 1953 43170 Kenneth Spielman 157195.5 2012
## 1954 43171 Maxwell Chikere 157167.8 2012
## 1955 43172 Marc Higa 157167.3 2012
## 1956 43173 Ruthanne Morentz 157149.6 2012
## 1957 43174 Carl Housh 157148.2 2012
## 1958 43175 Angela Patane 157146.7 2012
## 1959 43176 John Ascariz 157139.4 2012
## 1960 43177 Sonny West 157133.0 2012
## 1961 43178 Youcef Bouhamama 157131.7 2012
## 1962 43179 Monica Sheridan 157128.3 2012
## 1963 43180 Yuang-Tam Chiu 157125.5 2012
## 1964 43181 Elmer Lopez 157120.7 2012
## 1965 43182 Darryl Fields 157120.1 2012
## 1966 43183 Daryl Chang 157116.3 2012
## 1967 43184 Eduardo Rosete 157110.5 2012
## 1968 43185 Meghan Tiernan 157102.6 2012
## 1969 43186 Jnell Gray 157101.4 2012
## 1970 43187 Andrew Karcs 157100.0 2012
## 1971 43188 John Reeb 157099.8 2012
## 1972 43189 Hector Martinez 157096.5 2012
## 1973 43190 David Pagan 157090.5 2012
## 1974 43191 Ruth Dilts 157078.2 2012
## 1975 43192 Christian Marquez 157066.2 2012
## 1976 43193 Daniel Adams 157062.7 2012
## 1977 43194 Jimmy Lee 157056.9 2012
## 1978 43195 Barbara Dullea 157053.1 2012
## 1979 43196 Gustavo Castaneda 157038.8 2012
## 1980 43197 William Clarke 157036.8 2012
## 1981 43198 Tom Jankovic 157031.0 2012
## 1982 43199 Pedro Vieira 157026.4 2012
## 1983 43200 Huitier Choi 157011.1 2012
## 1984 43201 Jo Ann Bryce 157003.6 2012
## 1985 43202 Ian Richards 156995.5 2012
## 1986 43203 Jason Gallegos 156988.1 2012
## 1987 43204 George Ficklin 156985.0 2012
## 1988 43205 Joern Kroll 156983.7 2012
## 1989 43206 Maria Carcamo 156981.3 2012
## 1990 43207 Angela Auyong 156967.0 2012
## 1991 43208 Emil Camozzi 156965.5 2012
## 1992 43209 Mary Tienken 156963.6 2012
## 1993 43210 Abraham Bollozos Jr 156957.4 2012
## 1994 43211 Sandra Valeros 156955.9 2012
## 1995 43212 Craig Wilson 156945.3 2012
## 1996 43213 Andrew Lucas 156934.0 2012
## 1997 43214 Michael Bain 156926.0 2012
## 1998 43215 Kevin Ison 156923.1 2012
## 1999 43216 Richard Jue 156920.3 2012
## 2000 43217 Carol Borden-Gomez 156910.1 2012
## 2001 43218 Erik Morris 156900.7 2012
## 2002 43219 Jean Etcheveste 156895.3 2012
## 2003 43220 Timothy Overall 156874.0 2012
## 2004 43221 Zahid Khan 156872.5 2012
## 2005 43222 Huo Chen 156866.4 2012
## 2006 43223 Judith Foster 156863.6 2012
## 2007 43224 Alexander Popov 156855.9 2012
## 2008 43225 Sheila Washington-Andrew 156852.4 2012
## 2009 43226 Ronda Chu 156841.1 2012
## 2010 43227 Kevin Nakagawa 156839.4 2012
## 2011 43228 Willie Crawford 156836.2 2012
## 2012 43229 Kim Patrice Klein 156836.1 2012
## 2013 43230 Richmond Curry 156832.1 2012
## 2014 43231 Chong Nie 156827.0 2012
## 2015 43232 Joan Scannell 156826.5 2012
## 2016 43233 Karin Breuer 156797.5 2012
## 2017 43234 Lara Fuentes 156795.2 2012
## 2018 43235 Tienthang Nguyen 156784.1 2012
## 2019 43236 Danny Nguyen 156766.3 2012
## 2020 43237 Andrew Johnson 156763.3 2012
## 2021 43238 Melvin Thornton 156757.4 2012
## 2022 43239 Peter Lau 156753.6 2012
## 2023 43240 Thomas Tachis 156752.4 2012
## 2024 43241 Janet Castellanos 156743.0 2012
## 2025 43242 Shawn Ewing 156740.4 2012
## 2026 43243 James Cerenio 156738.4 2012
## 2027 43244 David Rojas 156738.0 2012
## 2028 43245 Robert Ward 156724.6 2012
## 2029 43246 Alphonso Livingston 156720.8 2012
## 2030 43247 Mazen Barbari 156706.8 2012
## 2031 43248 Paul Brennan 156701.7 2012
## 2032 43249 Thomas Coffaro 156699.1 2012
## 2033 43250 Sheila Garrett 156698.4 2012
## 2034 43251 Christine McCormick 156696.6 2012
## 2035 43252 Janet Clayton 156689.7 2012
## 2036 43253 Michael Mulry 156688.2 2012
## 2037 43254 Deborah Craven-Green 156686.6 2012
## 2038 43255 Christina Fong 156678.2 2012
## 2039 43256 Hugo Gray 156676.6 2012
## 2040 43257 Samuel Vigil 156669.5 2012
## 2041 43258 Vanessa Almaguer 156664.2 2012
## 2042 43259 Mylene Espiritu 156663.2 2012
## 2043 43260 Mark Alvarez 156659.8 2012
## 2044 43261 Lester Lamug 156653.4 2012
## 2045 43262 Ken Louie 156627.1 2012
## 2046 43263 Tony Lau 156619.5 2012
## 2047 43264 John Ullom 156617.3 2012
## 2048 43265 Lisa O'Malley 156616.3 2012
## 2049 43266 Arnold Galang 156613.4 2012
## 2050 43267 Thu Vaing 156577.8 2012
## 2051 43268 Lawanda Anderson 156577.0 2012
## 2052 43269 Spencer Lee 156560.3 2012
## 2053 43270 Saul Rodriguez 156559.6 2012
## 2054 43271 Daniel Ficher 156554.0 2012
## 2055 43272 James Crowley 156546.2 2012
## 2056 43273 Robert Lai 156544.0 2012
## 2057 43274 Michael Grills 156532.8 2012
## 2058 43275 Phung Nguyen 156512.6 2012
## 2059 43276 Austin Wilson 156509.2 2012
## 2060 43277 Diana Hampton 156504.1 2012
## 2061 43278 Simon Wong 156500.7 2012
## 2062 43279 Mark Steven Proia 156483.2 2012
## 2063 43280 James Dolly 156482.4 2012
## 2064 43281 Ronald McGoldrick 156480.0 2012
## 2065 43282 Brian Sak 156456.3 2012
## 2066 43283 Gia Espinocilla 156452.9 2012
## 2067 43284 Patricia Dowling 156450.8 2012
## 2068 43285 Kate Joshua 156435.4 2012
## 2069 43286 Mary McGinty 156430.4 2012
## 2070 43287 Wendy Frisk 156411.4 2012
## 2071 43288 Victor Giannini 156400.2 2012
## 2072 43289 Christiane Medina 156390.2 2012
## 2073 43290 Joseph Malloy 156383.3 2012
## 2074 43291 Christopher Molina 156381.0 2012
## 2075 43292 Robinson Oguike 156377.4 2012
## 2076 43293 Richard Bamberger Jr 156360.4 2012
## 2077 43294 Alan Davison 156336.2 2012
## 2078 43295 Marianne Bertuccelli 156336.1 2012
## 2079 43296 Robert Pedersen 156318.2 2012
## 2080 43297 Benedetto Murphy 156307.6 2012
## 2081 43298 Matthew Wakeman 156302.0 2012
## 2082 43299 Monique Derouen 156292.0 2012
## 2083 43300 Torrie Grady 156284.5 2012
## 2084 43301 Allan Mathieu 156282.1 2012
## 2085 43302 Hector Garcia-Morales 156253.8 2012
## 2086 43303 Kevin O'Rourke 156252.8 2012
## 2087 43304 Antonio Cacatian 156252.0 2012
## 2088 43305 Scott Nakamura 156242.6 2012
## 2089 43306 Frank Shreve 156240.9 2012
## 2090 43307 Greg Hubley 156234.6 2012
## 2091 43308 Michael Tsang 156225.2 2012
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## 2093 43310 Desmond Fernandes 156222.2 2012
## 2094 43311 Gregory Skaug 156205.6 2012
## 2095 43312 Hugh Loutensock 156203.2 2012
## 2096 43313 Lionel Lucas 156200.5 2012
## 2097 43314 Brittany Greene 156199.7 2012
## 2098 43315 Yukio Oshita 156196.1 2012
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## 2100 43317 Hugo Aparicio 156184.9 2012
## 2101 43318 Stephanie Cushing 156182.5 2012
## 2102 43319 John Siu 156179.8 2012
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## 2104 43321 Henry Vong 156162.7 2012
## 2105 43322 James Gomez 156160.4 2012
## 2106 43323 David Camerlo Jr 156158.1 2012
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## 2109 43326 Katerina Cazanis 156143.5 2012
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## 2112 43329 Jason Lai 156105.0 2012
## 2113 43330 John Broucaret 156084.7 2012
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## 2115 43332 Evan Mogan 156055.8 2012
## 2116 43333 Sandra Maclin-Gibson 156055.2 2012
## 2117 43334 Ramona Johnson 156052.3 2012
## 2118 43335 Dorian Lok 156047.1 2012
## 2119 43336 Rain Daugherty 156031.6 2012
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## 2122 43339 Tina Myint 156001.8 2012
## 2123 43340 Herbert Gong 155983.0 2012
## 2124 43341 Cesar Cabatbat 155966.9 2012
## 2125 43342 Anne Marie Donnelly 155966.5 2012
## 2126 43343 Aiqun Xu 155955.0 2012
## 2127 43344 Juan Gala 155950.2 2012
## 2128 43345 Cristel Tullock 155946.1 2012
## 2129 43346 Michael Shugars 155942.8 2012
## 2130 43347 Michelle Javrotsky 155933.8 2012
## 2131 43348 Lauren Seto 155929.9 2012
## 2132 43349 Mark Brandenburg 155926.4 2012
## 2133 43350 Fortune Cruz 155924.6 2012
## 2134 43351 Mark Chandler 155920.7 2012
## 2135 43352 David Basconcillo 155912.4 2012
## 2136 43353 Kelly Alves 155911.2 2012
## 2137 43354 Gregory Huie 155908.9 2012
## 2138 43355 Carina Gerntke-Corsis 155879.7 2012
## 2139 43356 Efren Briones 155873.9 2012
## 2140 43357 Craig Loyd 155873.6 2012
## 2141 43358 Francis Mellera III 155862.7 2012
## 2142 43359 Erich Reiss 155850.7 2012
## 2143 43360 Karen Hallett 155842.5 2012
## 2144 43361 Patrick Conroy 155840.3 2012
## 2145 43362 Rebecca Houghton 155836.6 2012
## 2146 43363 Craig Perry Jr 155836.1 2012
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## 2148 43365 Francisco Morrow 155824.5 2012
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## 2150 43367 Chu Liu 155821.4 2012
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## 2153 43370 Herminio Cresino 155777.9 2012
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## 2170 43387 Lamonte Fields 155623.8 2012
## 2171 43388 Omar Alvarado 155623.1 2012
## 2172 43389 Rani Edwards 155619.5 2012
## 2173 43390 Corinna Chuey 155603.4 2012
## 2174 43391 Donna Lok 155577.5 2012
## 2175 43392 Jeffrey Smejkal 155571.9 2012
## 2176 43393 Mary Morentz 155570.0 2012
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## 2178 43395 Jeanette Santos 155562.2 2012
## 2179 43396 Christopher Cassinelli 155540.1 2012
## 2180 43397 Martha Hawthorne 155534.4 2012
## 2181 43398 Baljeet Sangha 155528.4 2012
## 2182 43399 Tyler Ropelato 155475.9 2012
## 2183 43400 James Wolanin 155475.7 2012
## 2184 43401 Lateef Gray 155475.3 2012
## 2185 43402 Stephen Navarra 155461.8 2012
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## 2187 43404 Carla Schultheis 155435.0 2012
## 2188 43405 Allison Morton 155434.8 2012
## 2189 43406 Kristopher Moore 155431.4 2012
## 2190 43407 Jimmy Lee 155426.1 2012
## 2191 43408 Larry Bezanson 155411.0 2012
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## 2193 43410 Brett Kaczmarczyk 155385.6 2012
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## 2197 43414 David Brandt 155365.3 2012
## 2198 43415 Jeffrey Yee 155360.8 2012
## 2199 43416 Yvette Poindexter 155355.4 2012
## 2200 43417 Chusak Sretpisalsilp 155341.6 2012
## 2201 43418 Jennifer Stow 155334.1 2012
## 2202 43419 Cecile Porter 155312.1 2012
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## 2212 43429 Cynthia Thomas 155264.8 2012
## 2213 43430 Edouard Marchand 155261.7 2012
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## 2227 43444 Keith Sovig 155150.3 2012
## 2228 43445 Carlton Blount 155145.6 2012
## 2229 43446 Antonio Carrasco 155099.6 2012
## 2230 43447 Rupert Chin 155098.7 2012
## 2231 43448 Remigio Miguel 155097.6 2012
## 2232 43449 Anthony Aguerre 155084.4 2012
## 2233 43450 Juan La Chica 155082.2 2012
## 2234 43451 Yungmi Kim 155062.7 2012
## 2235 43452 Daniel Lee 155057.6 2012
## 2236 43453 Larry Merritt 155018.6 2012
## 2237 43454 Rene Gube 154993.8 2012
## 2238 43455 Charles Little 154988.0 2012
## 2239 43456 Brendan Gardiner 154973.1 2012
## 2240 43457 Amod Dhakal 154967.4 2012
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## 2243 43460 Michele Aschero 154957.6 2012
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## 2247 43464 Fanny Pelayo Rodriguez 154911.1 2012
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## 2253 43470 Gerald Bernal 154864.4 2012
## 2254 43471 Ninfa Alvarez-Pleites 154862.1 2012
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## 2257 43474 Damon Robertson 154825.9 2012
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## 2268 43485 Nathaniel Dillon Olivas 154747.7 2012
## 2269 43486 Guillermo Rios 154743.2 2012
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## 2272 43489 Yvette King 154718.1 2012
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## 2274 43491 Anka Yuen Chan 154715.4 2012
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## 2371 43588 Cindy Shamban 154006.6 2012
## 2372 43589 Nannie Turrell 154004.5 2012
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## 2874 44091 Edna Ho 150235.5 2012
## 2875 44092 Steven Hajnal 150235.4 2012
## 2876 44093 Jeff Leano 150213.9 2012
## 2877 44094 Heath Maddox 150201.2 2012
## 2878 44095 Candiece Lewis 150188.3 2012
## 2879 44096 Andrew Navarro 150185.3 2012
## 2880 44097 Telicia Lewis 150184.7 2012
## 2881 44098 Khun Thi 150178.5 2012
## 2882 44099 John Femenia 150170.8 2012
## 2883 44100 Seamus Hodgin 150170.7 2012
## 2884 44101 Kim Lin 150168.2 2012
## 2885 44102 Patrick Williams 150167.7 2012
## 2886 44103 Robert Christman 150150.5 2012
## 2887 44104 James Naguina 150149.5 2012
## 2888 44105 Harry Vong 150148.2 2012
## 2889 44106 Carlos Hernandez 150146.6 2012
## 2890 44107 Arnold Rechsteiner 150142.3 2012
## 2891 44108 Rodney Phann 150134.5 2012
## 2892 44109 Virginia St Jean 150129.3 2012
## 2893 44110 Jimmy Kirk 150126.7 2012
## 2894 44111 Rose Baltazar 150117.7 2012
## 2895 44112 Michael Giles 150107.7 2012
## 2896 44113 Erma Weaver 150104.2 2012
## 2897 44114 Andy Chow 150100.5 2012
## 2898 44115 Roland Davantes 150095.2 2012
## 2899 44116 Rosa Rankin 150086.7 2012
## 2900 44117 Caroline Nguy 150081.4 2012
## 2901 44118 Richard Gulingan 150071.1 2012
## 2902 44119 Lewis Gillian 150059.7 2012
## 2903 44120 Blake Ryan 150057.4 2012
## 2904 44121 Chad Campos 150053.6 2012
## 2905 44122 Julie Wu 150049.7 2012
## 2906 44123 Antone Parascandolo Jr 150039.5 2012
## 2907 44124 Alexander Bell 150037.6 2012
## 2908 44125 Jaime Valle 150031.9 2012
## 2909 44126 Maria Iyog-O'Malley 150024.5 2012
## 2910 44127 Cynthia Ullmann 150013.6 2012
## 2911 44128 Timothy Ong 150013.3 2012
## 2912 44129 Adam Green 150009.7 2012
## 2913 44130 Armando Gonzalez 150002.2 2012
Ordenar los datos con arrange
datosOrdenados <- arrange(cuales, EmployeeName) # Por defaut es de menor a mayor
head(datosOrdenados) # Los primeros seis
## Id EmployeeName TotalPayBenefits Year
## 1 42773 Aaron Ballonado 159732.7 2012
## 2 41480 Aaron Cowhig 168330.4 2012
## 3 42067 Aaron Fischer 164280.9 2012
## 4 41965 Aaron Smith 164960.6 2012
## 5 42777 Aaron Yoo 159711.9 2012
## 6 42739 Abraham Abarca 159988.9 2012
tail(datosOrdenados) # Los últimos seis
## Id EmployeeName TotalPayBenefits Year
## 2908 41326 Yvonne Fuentes-Pattishall 169171.5 2012
## 2909 43221 Zahid Khan 156872.5 2012
## 2910 42623 Zara Grace Janer 160766.9 2012
## 2911 44083 Zhong Qiu 150289.4 2012
## 2912 41647 Zoila Maguina 167054.6 2012
## 2913 42196 Zula Jones 163422.7 2012
Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene fitrado
Agregar un valor de 0 o 1 para genero
# Poner una semilla igual todos para generar la misma muestra
set.seed(1000) # Un valor de semilla
# Vamos a generar genros 0 y 1
generos <- rep(0:1, 5000) # Es un repetición de 5000 valores entre 0 y 1. Solo necesitamos 2913, hacemos una muestra
generos <- sample(generos, 2913) # sample genera una muestra de 2913 registros
generos
## [1] 0 1 1 1 1 1 0 1 1 0 1 0 1 0 0 1 0 0 1 0 0 0 1 0 1 0 1 0 1 0 0 1 0 1
## [35] 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 1 1 0 1 1 1 0 0 1 1 1 0 1 0 0 1 1 0
## [69] 0 1 0 0 1 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 1 0 1 1 0 1 1 0 1 0 1 1 1
## [103] 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 0 1 0 0 0 1 0 1 0 0 0 1
## [137] 1 0 1 0 0 1 0 1 1 1 1 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 1 1 1
## [171] 1 1 0 1 1 1 0 0 1 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 0 1 1 1 0 1 1 0 1 1
## [205] 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 0 1 0 1 0 0 1
## [239] 1 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 0 0 0 0 0 0 0 1 0 1 0 0 0 1 1 1 1 0
## [273] 0 0 0 1 0 0 0 0 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 0 0 1
## [307] 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 1 0 1
## [341] 0 0 0 1 0 1 0 1 1 0 0 0 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0
## [375] 1 0 1 1 0 0 1 0 1 1 0 1 0 0 0 0 1 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 0 1
## [409] 1 0 1 1 0 0 0 1 0 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 0 0 0 1 0
## [443] 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 0 0 0 0 1
## [477] 1 0 0 1 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 0 1 1
## [511] 0 1 1 1 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 1 0 1 0 1 0 0 1 1 1 0
## [545] 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 0 1
## [579] 0 0 0 1 0 1 1 1 1 1 1 0 0 1 0 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 1 1 1
## [613] 0 1 1 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 0 0
## [647] 1 1 0 0 0 0 1 0 1 1 1 0 0 0 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 1
## [681] 1 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 1 1 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 1
## [715] 0 1 0 1 1 1 0 0 0 0 0 1 0 0 0 1 0 1 1 1 1 0 0 1 0 1 1 1 1 1 1 1 0 0
## [749] 0 1 1 1 0 0 0 0 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 0 0 0 1 0 0 1
## [783] 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 0 1 0 1 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1
## [817] 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 0 0 0 0 1 0 0 0 0 0 1 1 0 1
## [851] 1 0 1 1 0 1 1 1 1 0 1 1 0 1 1 0 1 0 0 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0
## [885] 0 0 0 1 0 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 1 1 0 0 0 0
## [919] 1 1 0 1 1 1 0 0 1 1 0 0 0 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 1 0 0 0 1 0
## [953] 0 0 1 0 0 1 1 1 0 1 1 1 0 1 1 0 0 0 0 1 0 0 0 1 1 1 1 1 1 0 0 1 0 0
## [987] 0 0 0 0 1 1 1 1 0 0 1 1 1 1 0 0 1 0 0 0 0 1 1 0 0 1 1 1 1 1 0 0 1 1
## [1021] 1 0 1 0 0 0 1 0 1 0 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 1 1 1 1 1 0
## [1055] 0 0 1 1 1 1 1 0 0 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0
## [1089] 0 0 1 1 0 1 1 0 0 1 0 1 1 1 0 1 0 1 1 1 1 0 0 0 1 0 1 0 0 0 0 1 1 0
## [1123] 0 1 1 0 0 0 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 1
## [1157] 1 0 1 1 0 0 1 1 0 1 1 0 0 1 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 0
## [1191] 1 1 1 0 0 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 1 0 1 1
## [1225] 0 1 0 0 0 0 0 1 1 1 1 0 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 1
## [1259] 1 0 0 0 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 0 0 1 1 1 1
## [1293] 0 0 0 1 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 1 0
## [1327] 0 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0 0 1 0 1 1 1 0 1 1 0 0 1 0 0 0 1 1
## [1361] 0 0 0 1 0 0 0 1 0 1 0 1 0 1 1 1 1 0 1 0 0 0 1 1 1 0 1 1 1 1 1 1 0 1
## [1395] 1 0 0 0 0 1 0 0 0 1 0 1 1 0 1 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1 1 1 1 0
## [1429] 1 0 1 1 1 1 1 1 1 0 0 0 1 0 0 0 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1
## [1463] 1 0 0 0 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 0 1 1 1 1
## [1497] 1 1 0 0 0 1 1 1 1 1 1 1 0 1 0 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 1 0 1 0
## [1531] 1 0 0 1 1 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 0 0 0 1 0 0 0
## [1565] 1 1 0 1 1 1 0 1 0 1 0 0 1 1 1 1 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 1
## [1599] 1 1 1 1 1 1 1 0 0 1 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 1 1
## [1633] 0 0 1 0 0 0 1 1 0 0 0 1 1 0 0 1 0 0 0 0 1 1 1 0 0 0 0 0 0 1 0 1 0 1
## [1667] 0 0 1 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 0 0 1 1 1 1 0 1 0 1 0 1 0 1 1 0
## [1701] 0 1 1 0 0 1 0 1 0 0 1 1 0 0 1 0 1 1 1 0 1 0 0 1 1 0 0 0 0 0 1 1 0 0
## [1735] 0 0 0 0 1 0 0 1 0 1 0 0 0 0 1 1 0 1 0 1 0 0 1 1 1 1 0 1 1 0 0 0 0 0
## [1769] 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 0 0 0 0 1 0 0 0 1 1 1 1
## [1803] 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 0 1 1 1 1 0 1 0 1 0 1 1 1 0 1 0 0 1 1
## [1837] 0 1 1 1 1 0 0 0 0 1 0 0 1 0 1 1 1 1 0 1 1 0 0 0 1 0 0 1 1 1 1 0 0 1
## [1871] 0 0 1 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 0 1 1 0 1 1 0 1 0 1 0 0 1 0 0 0
## [1905] 1 0 0 1 1 0 0 1 1 1 1 1 1 1 1 0 1 0 1 0 0 0 0 0 1 1 1 1 1 1 1 1 0 1
## [1939] 1 0 0 0 0 0 1 0 1 0 1 0 0 0 1 0 0 0 0 0 0 1 0 1 0 1 0 0 1 1 1 0 1 1
## [1973] 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 1 0 1 0 1 1 1 1 1 0 0 0 0 0 0 1 0
## [2007] 1 0 0 1 0 0 0 1 0 1 0 1 0 0 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0
## [2041] 1 0 1 1 1 0 1 1 1 1 1 0 1 0 1 1 0 0 1 0 0 1 1 1 0 1 1 1 1 0 1 0 0 0
## [2075] 0 1 1 1 1 0 1 0 1 0 0 0 0 1 0 0 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 0 1 0
## [2109] 0 0 1 1 0 0 1 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 1 0 1 0 0 1 0 1 1 1 0
## [2143] 1 0 0 1 1 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 0
## [2177] 1 0 0 1 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 0 0 1 0 0
## [2211] 0 0 1 1 1 0 1 0 1 1 1 1 1 0 0 0 1 1 0 1 1 1 0 1 1 1 1 1 0 0 1 0 0 1
## [2245] 0 0 0 1 0 0 1 1 1 0 1 0 0 0 1 0 0 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 0
## [2279] 0 0 0 1 1 1 1 1 1 1 1 0 0 1 1 1 0 1 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 1
## [2313] 1 0 0 0 1 0 1 1 1 1 0 1 1 0 0 1 1 1 0 1 0 0 0 1 1 0 1 1 1 1 1 0 1 1
## [2347] 1 1 0 0 0 0 0 1 0 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 1 0 1 0 1 1 0 0 0 0
## [2381] 1 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 1 0
## [2415] 0 0 0 1 1 0 1 0 0 1 1 1 0 1 1 1 0 0 1 1 1 1 0 0 1 0 0 1 1 1 1 1 1 0
## [2449] 1 1 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 1
## [2483] 1 0 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 0 0 0 0 1 1 0 1 1 1 1 1 0 0 0 0
## [2517] 0 1 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 1 1
## [2551] 1 1 0 0 1 0 1 0 1 1 1 0 0 0 0 1 1 1 1 0 0 0 0 0 1 1 0 1 1 0 1 1 0 1
## [2585] 0 1 0 0 0 0 0 1 1 0 0 1 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 1 1 1 0
## [2619] 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 0 1 1
## [2653] 0 1 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1
## [2687] 1 0 0 0 1 0 1 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 0 1 0 0 0 0 1 1 1 1 1
## [2721] 0 1 1 0 1 0 1 0 1 0 1 1 0 0 0 0 0 1 0 1 1 0 1 1 0 1 0 1 0 0 0 1 0 0
## [2755] 0 1 1 0 1 0 1 1 1 0 0 0 0 0 0 1 1 0 1 1 1 1 0 0 1 0 0 1 0 1 0 0 1 0
## [2789] 1 1 0 0 0 1 1 1 1 1 1 0 1 1 1 0 0 0 0 1 1 0 1 0 0 1 1 1 1 0 1 1 0 1
## [2823] 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 0 0 1 1 0 1 0
## [2857] 1 1 1 0 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 1 0 0 1 0 1 0 1 1 1 1 1 1 0 1
## [2891] 0 0 1 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 1 0 1
cuales <- mutate(cuales, genero = generos) # Agrega columna genero a cuales
head(cuales, 10) # Los primeros 10
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 0
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 1
## 4 41221 Lawrence McDonnell 169980.4 2012 1
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 1
## 7 41224 Jeffrey Chow 169963.2 2012 0
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
cuales # Van todos
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 0
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 1
## 4 41221 Lawrence McDonnell 169980.4 2012 1
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 1
## 7 41224 Jeffrey Chow 169963.2 2012 0
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
## 11 41228 Jonathan Rapp 169939.2 2012 1
## 12 41229 Ajay Saxena 169936.3 2012 0
## 13 41230 Albert Tom 169933.8 2012 1
## 14 41231 Edith Hammond 169930.6 2012 0
## 15 41232 Hector Tam 169925.7 2012 0
## 16 41233 Eugene Ling 169898.1 2012 1
## 17 41234 Xing Wang 169897.1 2012 0
## 18 41235 Crystal McDonald 169893.1 2012 0
## 19 41236 Patrick Cox 169890.4 2012 1
## 20 41237 Balraj Singh Rai 169887.5 2012 0
## 21 41238 Jennifer Northridge 169879.5 2012 0
## 22 41239 Roger Fong 169876.2 2012 0
## 23 41240 Edgar Tabo 169876.1 2012 1
## 24 41241 Kin Lee 169864.1 2012 0
## 25 41242 Kevin Adkins 169849.0 2012 1
## 26 41243 Curtis Caldwell 169837.2 2012 0
## 27 41244 Dianna Yanez 169831.5 2012 1
## 28 41245 Samuel Yu 169820.4 2012 0
## 29 41246 Eugene Shu 169811.9 2012 1
## 30 41247 Dale Winniford 169799.7 2012 0
## 31 41248 Clifford Burkhart 169798.2 2012 0
## 32 41249 Suzanne Miller 169794.0 2012 1
## 33 41250 Catheryn Williams 169791.3 2012 0
## 34 41251 Stephen Gritsch 169741.6 2012 1
## 35 41252 Maria Cecilia Martin 169740.3 2012 0
## 36 41253 Russell Roby 169736.7 2012 0
## 37 41254 Lawrence Soe 169732.1 2012 0
## 38 41255 Stephon Degand 169723.0 2012 0
## 39 41256 Michelle Tong 169704.5 2012 1
## 40 41257 James Kazarian 169704.2 2012 0
## 41 41258 Violeta Del Mundo 169699.7 2012 0
## 42 41259 Fred Lew 169693.3 2012 0
## 43 41260 Donald Bannett 169688.4 2012 0
## 44 41261 Miles Young 169673.6 2012 0
## 45 41262 Victor Le 169660.8 2012 0
## 46 41263 Eric Louie 169660.2 2012 1
## 47 41264 Lawrence Ng 169654.4 2012 0
## 48 41265 Eduard Ochoa 169639.7 2012 1
## 49 41266 Geoffrey Clayton 169635.6 2012 0
## 50 41267 Rona Sandler 169633.7 2012 0
## 51 41268 Larry Para 169624.0 2012 1
## 52 41269 Tracy Miesen 169619.6 2012 1
## 53 41270 Linda Moore 169607.8 2012 0
## 54 41271 Kaushal Bhaskar 169591.4 2012 1
## 55 41272 Moses Bautista 169562.9 2012 1
## 56 41273 Sophal Chea 169556.0 2012 1
## 57 41274 John Edward Herbert 169540.4 2012 0
## 58 41275 Shao Ping Lai 169540.4 2012 0
## 59 41276 William McCarthy 169527.5 2012 1
## 60 41277 Keith Baraka 169526.0 2012 1
## 61 41278 Richie Owyang 169518.8 2012 1
## 62 41279 Kenyon Bowers 169509.4 2012 0
## 63 41280 Herbert Mariano 169502.8 2012 1
## 64 41281 Maria Perez 169493.4 2012 0
## 65 41282 Gail Clabby 169492.0 2012 0
## 66 41283 Philip Secondez 169485.0 2012 1
## 67 41284 Marco Desangles 169480.8 2012 1
## 68 41285 Wilfredo Arquiza 169479.5 2012 0
## 69 41286 David Sands 169467.2 2012 0
## 70 41287 M J Castagnola 169463.2 2012 1
## 71 41288 Edwin Gaffud 169454.9 2012 0
## 72 41289 Sarah Lindley 169453.5 2012 0
## 73 41290 Carlos Manfredi 169442.4 2012 1
## 74 41291 Cathal Hennessy 169442.1 2012 0
## 75 41292 Diana Rosenstein 169432.1 2012 1
## 76 41293 Mary Russo 169431.2 2012 1
## 77 41294 Jeffrey Spano 169411.1 2012 0
## 78 41295 Craig Wong 169409.1 2012 1
## 79 41296 Fidel Gonzalez 169378.5 2012 0
## 80 41297 Deborah Heuerman 169373.7 2012 0
## 81 41298 Maria Lopez 169357.5 2012 0
## 82 41299 Diane Scarlet 169355.0 2012 0
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012 0
## 84 41301 Gabriel Rodriguez 169331.7 2012 1
## 85 41302 Jeff Lai 169315.0 2012 1
## 86 41303 Thomas Macmahon 169308.8 2012 0
## 87 41304 Burton Wan 169307.1 2012 0
## 88 41305 Edwin Lee 169304.4 2012 1
## 89 41306 Kenneth Lim 169296.0 2012 0
## 90 41307 Thanh Nguyen 169295.9 2012 1
## 91 41308 Robert Boughn 169290.0 2012 0
## 92 41309 Joseph Boyle 169275.7 2012 1
## 93 41310 Antonio Balingit 169272.0 2012 1
## 94 41311 Garrett Edwards 169266.9 2012 0
## 95 41312 Shane Oneill 169255.5 2012 1
## 96 41313 Mary Callahan 169245.2 2012 1
## 97 41314 George Engel 169243.8 2012 0
## 98 41315 Barry Parker 169242.4 2012 1
## 99 41316 Jonathan Rider 169240.6 2012 0
## 100 41317 William Reilly 169239.7 2012 1
## 101 41318 Oren Davis 169235.3 2012 1
## 102 41319 Shauna Rose 169218.2 2012 1
## 103 41320 John Rowland 169217.7 2012 0
## 104 41321 Raymond Padmore 169214.4 2012 0
## 105 41322 Carol Davenport 169211.9 2012 1
## 106 41323 Edward Carew 169203.0 2012 1
## 107 41324 Rodney Fitzpatrick 169192.4 2012 0
## 108 41325 Lily Wang 169191.7 2012 1
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012 0
## 110 41327 Elpidio Seletaria Jr 169161.2 2012 1
## 111 41328 Eric Kjelsberg 169150.7 2012 1
## 112 41329 James Grant 169136.8 2012 1
## 113 41330 Yin Chan 169131.3 2012 0
## 114 41331 Manito Velasco 169130.3 2012 0
## 115 41332 Lavante Mitchell 169126.5 2012 0
## 116 41333 Simon Tam 169123.0 2012 1
## 117 41334 Amy Swanson 169121.9 2012 1
## 118 41335 Armando Quintana 169112.3 2012 0
## 119 41336 Stephen OSullivan 169107.8 2012 1
## 120 41337 Romina Izaguirre 169091.8 2012 1
## 121 41338 Victor Siao 169089.8 2012 0
## 122 41339 Thomas Petersen 169089.4 2012 0
## 123 41340 Angelo Spagnoli 169087.7 2012 1
## 124 41341 Joseph Molinari 169082.7 2012 1
## 125 41342 Chhunmeng Tov 169061.5 2012 0
## 126 41343 Kevin Stancombe 169057.4 2012 1
## 127 41344 Andy Wong 169051.6 2012 0
## 128 41345 Eric Kondo 169042.5 2012 0
## 129 41346 Ronald Lombardi 169035.7 2012 0
## 130 41347 John Hallisy 169028.5 2012 1
## 131 41348 David Camerlo 169028.5 2012 0
## 132 41349 Thomas Jang 169020.9 2012 1
## 133 41350 Richard Graham 169017.5 2012 0
## 134 41351 William Wilkinson 169003.4 2012 0
## 135 41352 Mary Murphy 168997.5 2012 0
## 136 41353 Michael Dean 168990.1 2012 1
## 137 41354 Mary Warren 168977.2 2012 1
## 138 41355 Reuben Reyes 168968.8 2012 0
## 139 41356 John Kositzin 168966.9 2012 1
## 140 41357 Waylen Wang 168953.5 2012 0
## 141 41358 Mary Navickas 168951.9 2012 0
## 142 41359 Alfredo Tio 168948.6 2012 1
## 143 41360 Ponciano Sulit Jr 168938.3 2012 0
## 144 41361 Mark Pandori 168921.1 2012 1
## 145 41362 Paul Francis Mariano 168920.8 2012 1
## 146 41363 Nancy Tung 168918.2 2012 1
## 147 41364 Dennis Dang 168915.4 2012 1
## 148 41365 Jenny Wei-Ying Louie 168895.6 2012 0
## 149 41366 Gregory Dito 168888.3 2012 0
## 150 41367 Yvonne Cobbs 168887.8 2012 0
## 151 41368 Charles Bellah 168887.4 2012 1
## 152 41369 Dan Truong 168886.3 2012 0
## 153 41370 Waymen Gee 168883.8 2012 0
## 154 41371 Lindsey Suslow 168875.0 2012 1
## 155 41372 Judy Chin 168874.7 2012 0
## 156 41373 Hank Lum 168874.1 2012 0
## 157 41374 Yan Zou 168873.0 2012 0
## 158 41375 Donald Richman 168872.6 2012 0
## 159 41376 Baron Darnell 168861.4 2012 0
## 160 41377 Wendi Boselli 168860.4 2012 0
## 161 41378 Wendy Wells 168857.6 2012 1
## 162 41379 Anthony Garrett 168857.1 2012 0
## 163 41380 Ahmad Moghbel 168850.9 2012 0
## 164 41381 Albert Tom 168842.4 2012 0
## 165 41382 Albert Wong 168841.0 2012 0
## 166 41383 Ted Leung 168838.6 2012 0
## 167 41384 Louis Vallerga 168819.3 2012 1
## 168 41385 Eileen Needham 168819.0 2012 1
## 169 41386 Conroy Tam 168818.5 2012 1
## 170 41387 Edward Ho 168813.1 2012 1
## 171 41388 John Kwong 168806.7 2012 1
## 172 41389 Glenn Hunt 168799.6 2012 1
## 173 41390 Bryant Woo 168793.3 2012 0
## 174 41391 Heather Bollinger 168791.8 2012 1
## 175 41392 Linda Leong 168786.8 2012 1
## 176 41393 Filipinas Guasque 168780.9 2012 1
## 177 41394 Daniel Kim 168777.0 2012 0
## 178 41395 Douglas Ullman 168771.0 2012 0
## 179 41396 Joseph Ferrer 168762.5 2012 1
## 180 41397 Angelito Camerino 168761.2 2012 1
## 181 41398 Matthew Valmonte 168757.4 2012 1
## 182 41399 James Blue 168757.4 2012 1
## 183 41400 Catherine Weiser 168755.8 2012 0
## 184 41401 Lesley Wong 168751.0 2012 0
## 185 41402 Kenneth Sanchez 168746.9 2012 1
## 186 41403 John Chien 168746.0 2012 1
## 187 41404 Steven Ferraz 168744.6 2012 0
## 188 41405 Robbin Boykin 168738.7 2012 0
## 189 41406 Tommie Bartley 168731.2 2012 0
## 190 41407 David Leung 168730.7 2012 0
## 191 41408 Xavier Murillo 168729.8 2012 1
## 192 41409 Sergio Barraza 168728.4 2012 1
## 193 41410 Mun Choi 168722.1 2012 1
## 194 41411 Victor Lubet 168716.6 2012 1
## 195 41412 Erick Santiago 168713.5 2012 0
## 196 41413 Salome Esteves 168707.0 2012 1
## 197 41414 Brian Ng 168706.0 2012 1
## 198 41415 Chu Fei Ho 168698.6 2012 1
## 199 41416 Steven Lee 168691.5 2012 0
## 200 41417 Jennifer Liu 168686.1 2012 1
## 201 41418 Gene Gabriel 168682.4 2012 1
## 202 41419 Darren Arkava 168675.6 2012 0
## 203 41420 Feliciano Pili 168672.9 2012 1
## 204 41421 Nelson Szeto 168670.4 2012 1
## 205 41422 Steven Thomazin 168659.6 2012 0
## 206 41423 Eddie Tsui 168652.5 2012 0
## 207 41424 Jan Bryan Reyes 168649.5 2012 0
## 208 41425 Marilyn Daniels 168645.9 2012 0
## 209 41426 Shirley Chin 168639.3 2012 1
## 210 41427 Warren Leong 168634.5 2012 0
## 211 41428 William Scott 168630.6 2012 0
## 212 41429 Karen Hernandez 168629.9 2012 0
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## 1852 43069 Ana Vieira-Ribeiro 157878.2 2012 1
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## 1860 43077 Nathan Bernard 157834.6 2012 0
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## 1907 43124 Angie Lee 157525.3 2012 0
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## 1911 43128 Faenetta Hutchings 157490.0 2012 0
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012 1
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## 1914 43131 Michael Kellogg 157472.8 2012 1
## 1915 43132 William Brunicardi 157461.8 2012 1
## 1916 43133 Lily Ng 157438.6 2012 1
## 1917 43134 Yim Chan 157433.2 2012 1
## 1918 43135 Sheila Calabro 157431.9 2012 1
## 1919 43136 Beverly Jew 157426.8 2012 1
## 1920 43137 Phong Nguyen 157424.0 2012 0
## 1921 43138 Agustin Perez 157412.4 2012 1
## 1922 43139 George Antoniotti 157406.3 2012 0
## 1923 43140 Kenny Wong 157406.0 2012 1
## 1924 43141 Eugene Paras 157405.2 2012 0
## 1925 43142 Holland Stephens 157396.8 2012 0
## 1926 43143 Edward Greene 157393.9 2012 0
## 1927 43144 Milton Khuu 157393.9 2012 0
## 1928 43145 Jeffrey Ranta 157383.9 2012 0
## 1929 43146 Michael Clauzel 157380.3 2012 1
## 1930 43147 John Chester 157380.2 2012 1
## 1931 43148 Robert Toomey 157379.6 2012 1
## 1932 43149 Rhaymond Vizcarra 157369.0 2012 1
## 1933 43150 Luigi Cauteruccio 157362.1 2012 1
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## 1936 43153 Joshua Fry 157319.4 2012 1
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## 1938 43155 Rebecca Salazar 157292.2 2012 1
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## 1940 43157 Teresa Rivor 157284.1 2012 0
## 1941 43158 Walter Podesta Jr 157281.0 2012 0
## 1942 43159 Lalaine Pillazar 157277.1 2012 0
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## 1944 43161 Patrick Cesari 157263.0 2012 0
## 1945 43162 Al J Sangimino 157252.4 2012 1
## 1946 43163 Rondaa Jackson 157243.5 2012 0
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## 1948 43165 Marilyn Barton 157232.0 2012 0
## 1949 43166 Jennifer Traw 157231.2 2012 1
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## 1951 43168 Chris Domerofski 157207.5 2012 0
## 1952 43169 Katy Bersamin 157202.8 2012 0
## 1953 43170 Kenneth Spielman 157195.5 2012 1
## 1954 43171 Maxwell Chikere 157167.8 2012 0
## 1955 43172 Marc Higa 157167.3 2012 0
## 1956 43173 Ruthanne Morentz 157149.6 2012 0
## 1957 43174 Carl Housh 157148.2 2012 0
## 1958 43175 Angela Patane 157146.7 2012 0
## 1959 43176 John Ascariz 157139.4 2012 0
## 1960 43177 Sonny West 157133.0 2012 1
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## 1962 43179 Monica Sheridan 157128.3 2012 1
## 1963 43180 Yuang-Tam Chiu 157125.5 2012 0
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## 1966 43183 Daryl Chang 157116.3 2012 0
## 1967 43184 Eduardo Rosete 157110.5 2012 1
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## 1972 43189 Hector Martinez 157096.5 2012 1
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## 1974 43191 Ruth Dilts 157078.2 2012 0
## 1975 43192 Christian Marquez 157066.2 2012 0
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## 1978 43195 Barbara Dullea 157053.1 2012 0
## 1979 43196 Gustavo Castaneda 157038.8 2012 0
## 1980 43197 William Clarke 157036.8 2012 0
## 1981 43198 Tom Jankovic 157031.0 2012 0
## 1982 43199 Pedro Vieira 157026.4 2012 0
## 1983 43200 Huitier Choi 157011.1 2012 1
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## 1986 43203 Jason Gallegos 156988.1 2012 1
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## 1988 43205 Joern Kroll 156983.7 2012 0
## 1989 43206 Maria Carcamo 156981.3 2012 0
## 1990 43207 Angela Auyong 156967.0 2012 1
## 1991 43208 Emil Camozzi 156965.5 2012 0
## 1992 43209 Mary Tienken 156963.6 2012 1
## 1993 43210 Abraham Bollozos Jr 156957.4 2012 0
## 1994 43211 Sandra Valeros 156955.9 2012 1
## 1995 43212 Craig Wilson 156945.3 2012 1
## 1996 43213 Andrew Lucas 156934.0 2012 1
## 1997 43214 Michael Bain 156926.0 2012 1
## 1998 43215 Kevin Ison 156923.1 2012 1
## 1999 43216 Richard Jue 156920.3 2012 0
## 2000 43217 Carol Borden-Gomez 156910.1 2012 0
## 2001 43218 Erik Morris 156900.7 2012 0
## 2002 43219 Jean Etcheveste 156895.3 2012 0
## 2003 43220 Timothy Overall 156874.0 2012 0
## 2004 43221 Zahid Khan 156872.5 2012 0
## 2005 43222 Huo Chen 156866.4 2012 1
## 2006 43223 Judith Foster 156863.6 2012 0
## 2007 43224 Alexander Popov 156855.9 2012 1
## 2008 43225 Sheila Washington-Andrew 156852.4 2012 0
## 2009 43226 Ronda Chu 156841.1 2012 0
## 2010 43227 Kevin Nakagawa 156839.4 2012 1
## 2011 43228 Willie Crawford 156836.2 2012 0
## 2012 43229 Kim Patrice Klein 156836.1 2012 0
## 2013 43230 Richmond Curry 156832.1 2012 0
## 2014 43231 Chong Nie 156827.0 2012 1
## 2015 43232 Joan Scannell 156826.5 2012 0
## 2016 43233 Karin Breuer 156797.5 2012 1
## 2017 43234 Lara Fuentes 156795.2 2012 0
## 2018 43235 Tienthang Nguyen 156784.1 2012 1
## 2019 43236 Danny Nguyen 156766.3 2012 0
## 2020 43237 Andrew Johnson 156763.3 2012 0
## 2021 43238 Melvin Thornton 156757.4 2012 1
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## 2627 43844 Yong Quan Wu 151984.9 2012 0
## 2628 43845 Timothy Hellman 151969.1 2012 0
## 2629 43846 Anthony Lim 151968.5 2012 0
## 2630 43847 Anthony Amable 151966.0 2012 0
## 2631 43848 Jorge Garza 151964.4 2012 1
## 2632 43849 Frank Sylvester 151951.3 2012 1
## 2633 43850 Esteban Perez 151950.3 2012 0
## 2634 43851 Enrique Enriquez 151947.5 2012 0
## 2635 43852 Teresa Guillen 151944.8 2012 0
## 2636 43853 Randy Cipriani 151944.2 2012 0
## 2637 43854 Jerry Dixon 151941.1 2012 0
## 2638 43855 Ian Ysip 151936.0 2012 0
## 2639 43856 David O'Donnell 151912.8 2012 0
## 2640 43857 Annette Quiett 151911.9 2012 0
## 2641 43858 Wai Lun Leung 151911.6 2012 0
## 2642 43859 David Shao He 151900.9 2012 1
## 2643 43860 Roshanne Aveo 151891.1 2012 1
## 2644 43861 Ronson Cheong 151882.3 2012 1
## 2645 43862 Sushila Shakya 151864.3 2012 0
## 2646 43863 Brian Smith 151860.3 2012 1
## 2647 43864 Gloria Woo 151859.9 2012 1
## 2648 43865 John Laffey 151853.2 2012 1
## 2649 43866 Lavena Ward 151843.4 2012 0
## 2650 43867 Imran Shakur 151836.2 2012 0
## 2651 43868 Joseph Ho 151813.4 2012 1
## 2652 43869 Cynthia Jones 151807.2 2012 1
## 2653 43870 Scott Polister 151797.5 2012 0
## 2654 43871 Jerome Grady 151795.2 2012 1
## 2655 43872 Arthur Ramirez 151768.7 2012 1
## 2656 43873 Aileen Alba 151768.4 2012 1
## 2657 43874 Roxana Ruiz 151726.9 2012 0
## 2658 43875 Nathan Chew 151725.8 2012 1
## 2659 43876 Bryan Campbell 151709.2 2012 0
## 2660 43877 Gregory Holmes 151692.2 2012 1
## 2661 43878 Chris Siu 151688.5 2012 0
## 2662 43879 Charles Johnson 151681.5 2012 1
## 2663 43880 Steven Leon 151655.0 2012 0
## 2664 43881 Thomas Smith 151650.5 2012 1
## 2665 43882 Carel Troutman 151645.9 2012 0
## 2666 43883 Steven Lam 151633.2 2012 0
## 2667 43884 John Meaney 151626.8 2012 0
## 2668 43885 Timmy Sanders 151623.2 2012 0
## 2669 43886 Timothy Moses 151604.8 2012 0
## 2670 43887 Paul Louie 151598.1 2012 0
## 2671 43888 Richard Cristobal 151597.5 2012 1
## 2672 43889 Steven Shea 151595.5 2012 1
## 2673 43890 Bert Donlin Jr 151565.6 2012 1
## 2674 43891 David Whaley 151561.1 2012 0
## 2675 43892 Daniel Fross 151557.5 2012 1
## 2676 43893 Arnold Santiago 151550.2 2012 1
## 2677 43894 Ken Yao 151545.1 2012 0
## 2678 43895 Alvin Velacruz 151544.7 2012 0
## 2679 43896 Roy Mash 151541.6 2012 0
## 2680 43897 Sean Elsbernd 151540.5 2012 1
## 2681 43898 Santokh Kahlon 151538.9 2012 1
## 2682 43899 Francis Cummings III 151529.0 2012 0
## 2683 43900 Kristofer Hetland 151502.8 2012 1
## 2684 43901 Lilia Makiyevsky 151499.4 2012 1
## 2685 43902 Randy Holliday 151498.0 2012 1
## 2686 43903 Naushad Ali 151496.1 2012 1
## 2687 43904 Ho Jung Park 151489.7 2012 1
## 2688 43905 Samantha O'Brien 151475.9 2012 0
## 2689 43906 Melissa Benzinger 151467.8 2012 0
## 2690 43907 Kevin Winch 151466.2 2012 0
## 2691 43908 Michael Ross 151457.2 2012 1
## 2692 43909 Michael Corriere 151450.8 2012 0
## 2693 43910 Theodore Mitchell 151447.6 2012 1
## 2694 43911 Romeo Delavega 151442.4 2012 1
## 2695 43912 Claudia Luquin 151439.9 2012 1
## 2696 43913 Michael Trent Rideau 151436.4 2012 1
## 2697 43914 Leon Wong 151396.3 2012 0
## 2698 43915 Nancy Loo-Manning 151396.1 2012 1
## 2699 43916 John Gregson 151384.5 2012 0
## 2700 43917 Christine Magoffin 151380.5 2012 1
## 2701 43918 Steven Quinn 151372.1 2012 1
## 2702 43919 Joseph Petrella 151354.3 2012 0
## 2703 43920 Maria Marcela Galimba Patarroyo 151351.5 2012 0
## 2704 43921 Kenneth White 151341.9 2012 1
## 2705 43922 Wayne Wong 151327.8 2012 1
## 2706 43923 Refugio Garcia 151321.9 2012 0
## 2707 43924 James Barber 151321.7 2012 0
## 2708 43925 Henry Chan 151303.8 2012 1
## 2709 43926 Josephine Hicks 151300.1 2012 1
## 2710 43927 Judy Nishimoto 151296.1 2012 0
## 2711 43928 Paul Rapicavoli 151286.7 2012 1
## 2712 43929 David O'Kane 151283.1 2012 0
## 2713 43930 Jeffrey Woo 151266.4 2012 0
## 2714 43931 Alexander Aquino 151260.2 2012 0
## 2715 43932 Alfonso Hernandez 151256.0 2012 0
## 2716 43933 Lynn Feeney 151254.6 2012 1
## 2717 43934 Kirk Means 151253.7 2012 1
## 2718 43935 Edward DeGuzman 151250.3 2012 1
## 2719 43936 David Chun 151242.6 2012 1
## 2720 43937 Olga Ryerson 151227.5 2012 1
## 2721 43938 Sandylyn Ragudo 151226.4 2012 0
## 2722 43939 Victor Shih 151215.9 2012 1
## 2723 43940 Ignacio Sandoval 151213.6 2012 1
## 2724 43941 James Kreps 151208.2 2012 0
## 2725 43942 Yu K Huang 151199.3 2012 1
## 2726 43943 Esther Ramos 151199.0 2012 0
## 2727 43944 Gaylicia Bunton 151195.5 2012 1
## 2728 43945 Jaculine Barnes 151194.6 2012 0
## 2729 43946 Ron Ash 151193.7 2012 1
## 2730 43947 Edward Dunn 151185.9 2012 0
## 2731 43948 Ramon Junsay 151181.8 2012 1
## 2732 43949 David Chan 151178.3 2012 1
## 2733 43950 Ekerette Essien 151173.9 2012 0
## 2734 43951 Kally Ip 151168.0 2012 0
## 2735 43952 Ivan Soon 151162.8 2012 0
## 2736 43953 Wayne Chan 151143.8 2012 0
## 2737 43954 Kai Lee 151140.9 2012 0
## 2738 43955 Robert Ichinose 151140.3 2012 1
## 2739 43956 John Vanni 151120.1 2012 0
## 2740 43957 Natalie Elicetche 151115.1 2012 1
## 2741 43958 Irene Aquino 151105.9 2012 1
## 2742 43959 Joseph Yu 151098.6 2012 0
## 2743 43960 Bernard Henderson 151092.8 2012 1
## 2744 43961 Robert Kerrigan 151088.4 2012 1
## 2745 43962 Nanette Hendrickson 151080.8 2012 0
## 2746 43963 Michael Loos 151069.3 2012 1
## 2747 43964 Joseph Chan 151063.9 2012 0
## 2748 43965 Florian Taylor 151063.7 2012 1
## 2749 43966 John Louie 151060.0 2012 0
## 2750 43967 Beth Kuhns 151056.9 2012 0
## 2751 43968 Keith Wong 151055.4 2012 0
## 2752 43969 Bernardo Andrade 151048.5 2012 1
## 2753 43970 Napoleon Khalilnaji 151037.7 2012 0
## 2754 43971 Jamie Hyun 151025.4 2012 0
## 2755 43972 Dian Stavrev 151016.0 2012 0
## 2756 43973 Malkeet Gill 150993.2 2012 1
## 2757 43974 Ronald Ramiro 150984.4 2012 1
## 2758 43975 Thomas Bower 150975.6 2012 0
## 2759 43976 Wayne Chu 150952.4 2012 1
## 2760 43977 Johnnie Wong 150948.6 2012 0
## 2761 43978 Michael Vannucchi 150941.8 2012 1
## 2762 43979 Sandra Phillips 150939.5 2012 1
## 2763 43980 Jason Bielski 150933.6 2012 1
## 2764 43981 Kenneth Washington 150933.1 2012 0
## 2765 43982 David Mondani 150931.5 2012 0
## 2766 43983 Reynold Deguzman 150924.5 2012 0
## 2767 43984 Leonard Morrow 150914.4 2012 0
## 2768 43985 Christine Rocero 150913.4 2012 0
## 2769 43986 Anthony Rattonetti 150912.5 2012 0
## 2770 43987 Michael Ryan 150909.3 2012 1
## 2771 43988 Jose Jimenez 150902.5 2012 1
## 2772 43989 Anene Ugbaja 150887.3 2012 0
## 2773 43990 Scott Northrup 150882.7 2012 1
## 2774 43991 Brandon Thompson 150881.9 2012 1
## 2775 43992 Lisa Mazuca 150880.0 2012 1
## 2776 43993 Dolson Kwan 150870.9 2012 1
## 2777 43994 Joshua Fears 150869.0 2012 0
## 2778 43995 Teenchee Le 150867.9 2012 0
## 2779 43996 Lourdes Chan 150864.5 2012 1
## 2780 43997 Chris Vu Tran 150862.3 2012 0
## 2781 43998 Kathleen Mackerrow 150856.9 2012 0
## 2782 43999 Jina Tin 150837.2 2012 1
## 2783 44000 Myron Fong 150834.2 2012 0
## 2784 44001 Thomas Chu 150823.7 2012 1
## 2785 44002 John Robinson-Jr 150817.5 2012 0
## 2786 44003 Paul McGregor 150799.3 2012 0
## 2787 44004 Leland Valentine 150792.7 2012 1
## 2788 44005 Chenxi Shi 150779.5 2012 0
## 2789 44006 Michael Anderson 150776.3 2012 1
## 2790 44007 Bonnie Richardson 150769.7 2012 1
## 2791 44008 Elizabeth Eagon 150768.7 2012 0
## 2792 44009 Juanita Ragler 150767.2 2012 0
## 2793 44010 Jeffrey Wong 150753.7 2012 0
## 2794 44011 Augusto Canlas 150751.6 2012 1
## 2795 44012 Edmundo Saenz 150749.8 2012 1
## 2796 44013 Kahri Gill-Kehoe 150748.4 2012 1
## 2797 44014 Richard Balmy 150743.2 2012 1
## 2798 44015 Mohanned Malhi 150735.0 2012 1
## 2799 44016 David Bihr 150719.3 2012 1
## 2800 44017 Wilson Pham 150709.0 2012 0
## 2801 44018 John Hinchion 150698.1 2012 1
## 2802 44019 Richard Gee 150694.3 2012 1
## 2803 44020 John Leon 150686.8 2012 1
## 2804 44021 Johnny Mayorga 150665.4 2012 0
## 2805 44022 David Nehrkorn 150663.1 2012 0
## 2806 44023 Jere Ingram 150657.9 2012 0
## 2807 44024 Christine Lehn 150656.3 2012 0
## 2808 44025 Nancie Stockwell 150642.8 2012 1
## 2809 44026 David Morales 150641.6 2012 1
## 2810 44027 Phillip Calhoun 150641.6 2012 0
## 2811 44028 James OSullivan 150633.0 2012 1
## 2812 44029 Cornaal Branner 150631.7 2012 0
## 2813 44030 Renee Bruneman 150623.0 2012 0
## 2814 44031 Anthony Bazan 150620.2 2012 1
## 2815 44032 James Marsh 150617.3 2012 1
## 2816 44033 Andy Lam 150611.3 2012 1
## 2817 44034 Nicholas Alexander 150611.3 2012 1
## 2818 44035 Shome Vasudevan 150607.4 2012 0
## 2819 44036 Mira Lee 150601.4 2012 1
## 2820 44037 Sheryl Myers 150598.6 2012 1
## 2821 44038 Amanda Eckels 150579.5 2012 0
## 2822 44039 Mike Ng 150570.7 2012 1
## 2823 44040 Jose Hernandez 150567.2 2012 0
## 2824 44041 Christina Chan 150558.7 2012 1
## 2825 44042 Meghan Green 150553.7 2012 0
## 2826 44043 Nicole Jones 150541.0 2012 0
## 2827 44044 Koa Pickering 150536.5 2012 1
## 2828 44045 Robert LaRose 150535.6 2012 0
## 2829 44046 Felicia Haynes 150535.0 2012 1
## 2830 44047 Greg Ellis 150533.1 2012 1
## 2831 44048 Henry Parra Jr 150532.3 2012 0
## 2832 44049 James Biggins 150509.1 2012 1
## 2833 44050 Bin Yang 150506.8 2012 1
## 2834 44051 Eric Mar 150505.1 2012 1
## 2835 44052 Cady Wong 150498.5 2012 1
## 2836 44053 Cecilia Gonzalez 150480.8 2012 1
## 2837 44054 Rhonda Fung 150463.8 2012 1
## 2838 44055 Ryan Crockett 150461.9 2012 0
## 2839 44056 Bryant Mercado 150441.1 2012 0
## 2840 44057 Collin Wing 150437.7 2012 1
## 2841 44058 Scott St Hilaire 150435.8 2012 1
## 2842 44059 Ketric Mahoney 150435.2 2012 0
## 2843 44060 Gregg Olson 150430.6 2012 0
## 2844 44061 Bart Broome 150428.7 2012 0
## 2845 44062 Wynnie Ruan 150411.9 2012 0
## 2846 44063 Flordeliza Leviste 150407.1 2012 1
## 2847 44064 Sara Stratton 150406.5 2012 1
## 2848 44065 El Ceg Gonzales 150405.0 2012 1
## 2849 44066 Michael Androvich 150402.4 2012 1
## 2850 44067 Sherri Anderson 150376.4 2012 0
## 2851 44068 Timothy Ortiz 150374.5 2012 0
## 2852 44069 Robert Guzman 150372.5 2012 1
## 2853 44070 Rugene Galicia Jr 150366.3 2012 1
## 2854 44071 Oscar Abucay 150363.5 2012 0
## 2855 44072 Gene Sheets 150358.2 2012 1
## 2856 44073 Hung Nguyen 150341.4 2012 0
## 2857 44074 Cynthia Cornett 150335.4 2012 1
## 2858 44075 Eugene Irby 150333.2 2012 1
## 2859 44076 Alvin Louie 150329.6 2012 1
## 2860 44077 Malinda Yu 150324.4 2012 0
## 2861 44078 Brian Cauley 150316.8 2012 0
## 2862 44079 Linda Edelstein 150311.8 2012 0
## 2863 44080 Alton Chinn 150311.1 2012 1
## 2864 44081 Patrick Faye 150307.4 2012 0
## 2865 44082 Anthony Ababon 150305.2 2012 1
## 2866 44083 Zhong Qiu 150289.4 2012 0
## 2867 44084 Corinna Neustaetter 150286.0 2012 0
## 2868 44085 Hernan Villalobos 150283.7 2012 1
## 2869 44086 William Topoian 150267.8 2012 1
## 2870 44087 David Jacoby 150252.3 2012 1
## 2871 44088 Vanessa Conrad 150251.4 2012 1
## 2872 44089 Gema Arias 150249.2 2012 0
## 2873 44090 Lorrie Serna 150237.9 2012 1
## 2874 44091 Edna Ho 150235.5 2012 0
## 2875 44092 Steven Hajnal 150235.4 2012 0
## 2876 44093 Jeff Leano 150213.9 2012 1
## 2877 44094 Heath Maddox 150201.2 2012 0
## 2878 44095 Candiece Lewis 150188.3 2012 0
## 2879 44096 Andrew Navarro 150185.3 2012 1
## 2880 44097 Telicia Lewis 150184.7 2012 0
## 2881 44098 Khun Thi 150178.5 2012 1
## 2882 44099 John Femenia 150170.8 2012 0
## 2883 44100 Seamus Hodgin 150170.7 2012 1
## 2884 44101 Kim Lin 150168.2 2012 1
## 2885 44102 Patrick Williams 150167.7 2012 1
## 2886 44103 Robert Christman 150150.5 2012 1
## 2887 44104 James Naguina 150149.5 2012 1
## 2888 44105 Harry Vong 150148.2 2012 1
## 2889 44106 Carlos Hernandez 150146.6 2012 0
## 2890 44107 Arnold Rechsteiner 150142.3 2012 1
## 2891 44108 Rodney Phann 150134.5 2012 0
## 2892 44109 Virginia St Jean 150129.3 2012 0
## 2893 44110 Jimmy Kirk 150126.7 2012 1
## 2894 44111 Rose Baltazar 150117.7 2012 1
## 2895 44112 Michael Giles 150107.7 2012 0
## 2896 44113 Erma Weaver 150104.2 2012 1
## 2897 44114 Andy Chow 150100.5 2012 0
## 2898 44115 Roland Davantes 150095.2 2012 0
## 2899 44116 Rosa Rankin 150086.7 2012 0
## 2900 44117 Caroline Nguy 150081.4 2012 1
## 2901 44118 Richard Gulingan 150071.1 2012 0
## 2902 44119 Lewis Gillian 150059.7 2012 1
## 2903 44120 Blake Ryan 150057.4 2012 0
## 2904 44121 Chad Campos 150053.6 2012 1
## 2905 44122 Julie Wu 150049.7 2012 0
## 2906 44123 Antone Parascandolo Jr 150039.5 2012 0
## 2907 44124 Alexander Bell 150037.6 2012 1
## 2908 44125 Jaime Valle 150031.9 2012 1
## 2909 44126 Maria Iyog-O'Malley 150024.5 2012 0
## 2910 44127 Cynthia Ullmann 150013.6 2012 1
## 2911 44128 Timothy Ong 150013.3 2012 1
## 2912 44129 Adam Green 150009.7 2012 0
## 2913 44130 Armando Gonzalez 150002.2 2012 1
Agregar columnas nuevas al conjunto de datos
Pueden ser al original o al que ya se tiene fitrado
Agregar un valor de 1, 2, 3, 4 o 5 para edocivil
# Poner una semilla igual todos para generar la misma muestra
set.seed(1000) # Un valor de semilla
# Vamos a generar genros 0 y 1
edociviles <- rep(1:5, 5000) # Es un repetición de 5000 valores entre 0 y 1. Solo necesitamos 2913, hacemos una muestra
edociviles <- sample(edociviles, 2913) # sample genera una muestra de 2913 registros
generos
## [1] 0 1 1 1 1 1 0 1 1 0 1 0 1 0 0 1 0 0 1 0 0 0 1 0 1 0 1 0 1 0 0 1 0 1
## [35] 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 1 1 0 1 1 1 0 0 1 1 1 0 1 0 0 1 1 0
## [69] 0 1 0 0 1 0 1 1 0 1 0 0 0 0 0 1 1 0 0 1 0 1 0 1 1 0 1 1 0 1 0 1 1 1
## [103] 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 0 1 0 0 0 1 0 1 0 0 0 1
## [137] 1 0 1 0 0 1 0 1 1 1 1 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 1 1 1
## [171] 1 1 0 1 1 1 0 0 1 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 0 1 1 1 0 1 1 0 1 1
## [205] 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 1 0 1 1 0 0 1 0 1 0 1 0 1 0 1 0 0 1
## [239] 1 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 0 0 0 0 0 0 0 1 0 1 0 0 0 1 1 1 1 0
## [273] 0 0 0 1 0 0 0 0 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 0 0 1
## [307] 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 1 0 1
## [341] 0 0 0 1 0 1 0 1 1 0 0 0 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0
## [375] 1 0 1 1 0 0 1 0 1 1 0 1 0 0 0 0 1 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 0 1
## [409] 1 0 1 1 0 0 0 1 0 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 0 0 0 1 0
## [443] 1 0 0 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 0 0 0 0 1
## [477] 1 0 0 1 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 0 1 1
## [511] 0 1 1 1 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 1 0 1 0 1 0 0 1 1 1 0
## [545] 1 0 1 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 0 1
## [579] 0 0 0 1 0 1 1 1 1 1 1 0 0 1 0 0 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 1 1 1
## [613] 0 1 1 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 1 1 0 0 1 1 1 0 1 0 0 1 1 0 0
## [647] 1 1 0 0 0 0 1 0 1 1 1 0 0 0 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 1
## [681] 1 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 1 1 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 1
## [715] 0 1 0 1 1 1 0 0 0 0 0 1 0 0 0 1 0 1 1 1 1 0 0 1 0 1 1 1 1 1 1 1 0 0
## [749] 0 1 1 1 0 0 0 0 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 0 0 0 1 0 0 1
## [783] 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 0 1 0 1 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1
## [817] 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 0 0 0 0 1 0 0 0 0 0 1 1 0 1
## [851] 1 0 1 1 0 1 1 1 1 0 1 1 0 1 1 0 1 0 0 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0
## [885] 0 0 0 1 0 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 1 1 0 0 0 0
## [919] 1 1 0 1 1 1 0 0 1 1 0 0 0 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 1 0 0 0 1 0
## [953] 0 0 1 0 0 1 1 1 0 1 1 1 0 1 1 0 0 0 0 1 0 0 0 1 1 1 1 1 1 0 0 1 0 0
## [987] 0 0 0 0 1 1 1 1 0 0 1 1 1 1 0 0 1 0 0 0 0 1 1 0 0 1 1 1 1 1 0 0 1 1
## [1021] 1 0 1 0 0 0 1 0 1 0 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 1 1 1 1 1 0
## [1055] 0 0 1 1 1 1 1 0 0 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 0 0 1 0 0 0 0 0 0 0
## [1089] 0 0 1 1 0 1 1 0 0 1 0 1 1 1 0 1 0 1 1 1 1 0 0 0 1 0 1 0 0 0 0 1 1 0
## [1123] 0 1 1 0 0 0 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 1
## [1157] 1 0 1 1 0 0 1 1 0 1 1 0 0 1 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 0
## [1191] 1 1 1 0 0 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 0 0 1 1 1 1 1 0 1 1
## [1225] 0 1 0 0 0 0 0 1 1 1 1 0 0 1 0 0 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 1
## [1259] 1 0 0 0 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 0 0 1 1 1 1
## [1293] 0 0 0 1 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 0 1 0 0 0 0 1 0 1 1 0 1 1 1 0
## [1327] 0 1 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0 0 1 0 1 1 1 0 1 1 0 0 1 0 0 0 1 1
## [1361] 0 0 0 1 0 0 0 1 0 1 0 1 0 1 1 1 1 0 1 0 0 0 1 1 1 0 1 1 1 1 1 1 0 1
## [1395] 1 0 0 0 0 1 0 0 0 1 0 1 1 0 1 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1 1 1 1 0
## [1429] 1 0 1 1 1 1 1 1 1 0 0 0 1 0 0 0 0 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 1
## [1463] 1 0 0 0 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 0 1 1 1 1
## [1497] 1 1 0 0 0 1 1 1 1 1 1 1 0 1 0 0 0 1 0 1 1 0 1 1 0 0 1 1 0 0 1 0 1 0
## [1531] 1 0 0 1 1 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 0 0 0 1 0 0 0
## [1565] 1 1 0 1 1 1 0 1 0 1 0 0 1 1 1 1 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 1 1 1
## [1599] 1 1 1 1 1 1 1 0 0 1 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 1 1 1 1 0 0 0 1 1
## [1633] 0 0 1 0 0 0 1 1 0 0 0 1 1 0 0 1 0 0 0 0 1 1 1 0 0 0 0 0 0 1 0 1 0 1
## [1667] 0 0 1 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 0 0 1 1 1 1 0 1 0 1 0 1 0 1 1 0
## [1701] 0 1 1 0 0 1 0 1 0 0 1 1 0 0 1 0 1 1 1 0 1 0 0 1 1 0 0 0 0 0 1 1 0 0
## [1735] 0 0 0 0 1 0 0 1 0 1 0 0 0 0 1 1 0 1 0 1 0 0 1 1 1 1 0 1 1 0 0 0 0 0
## [1769] 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 0 0 0 0 1 0 0 0 1 1 1 1
## [1803] 0 1 0 0 0 0 1 0 0 1 0 0 1 0 0 0 1 1 1 1 0 1 0 1 0 1 1 1 0 1 0 0 1 1
## [1837] 0 1 1 1 1 0 0 0 0 1 0 0 1 0 1 1 1 1 0 1 1 0 0 0 1 0 0 1 1 1 1 0 0 1
## [1871] 0 0 1 1 1 1 0 0 0 1 0 0 0 1 0 0 0 1 0 1 1 0 1 1 0 1 0 1 0 0 1 0 0 0
## [1905] 1 0 0 1 1 0 0 1 1 1 1 1 1 1 1 0 1 0 1 0 0 0 0 0 1 1 1 1 1 1 1 1 0 1
## [1939] 1 0 0 0 0 0 1 0 1 0 1 0 0 0 1 0 0 0 0 0 0 1 0 1 0 1 0 0 1 1 1 0 1 1
## [1973] 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 1 0 1 0 1 1 1 1 1 0 0 0 0 0 0 1 0
## [2007] 1 0 0 1 0 0 0 1 0 1 0 1 0 0 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0
## [2041] 1 0 1 1 1 0 1 1 1 1 1 0 1 0 1 1 0 0 1 0 0 1 1 1 0 1 1 1 1 0 1 0 0 0
## [2075] 0 1 1 1 1 0 1 0 1 0 0 0 0 1 0 0 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 0 1 0
## [2109] 0 0 1 1 0 0 1 0 0 1 1 0 0 0 1 0 1 0 0 1 1 0 1 1 0 1 0 0 1 0 1 1 1 0
## [2143] 1 0 0 1 1 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 0
## [2177] 1 0 0 1 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 0 0 1 0 0
## [2211] 0 0 1 1 1 0 1 0 1 1 1 1 1 0 0 0 1 1 0 1 1 1 0 1 1 1 1 1 0 0 1 0 0 1
## [2245] 0 0 0 1 0 0 1 1 1 0 1 0 0 0 1 0 0 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 0
## [2279] 0 0 0 1 1 1 1 1 1 1 1 0 0 1 1 1 0 1 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 1
## [2313] 1 0 0 0 1 0 1 1 1 1 0 1 1 0 0 1 1 1 0 1 0 0 0 1 1 0 1 1 1 1 1 0 1 1
## [2347] 1 1 0 0 0 0 0 1 0 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 1 0 1 0 1 1 0 0 0 0
## [2381] 1 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 1 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 1 0
## [2415] 0 0 0 1 1 0 1 0 0 1 1 1 0 1 1 1 0 0 1 1 1 1 0 0 1 0 0 1 1 1 1 1 1 0
## [2449] 1 1 1 0 1 1 0 1 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 1
## [2483] 1 0 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 0 0 0 0 1 1 0 1 1 1 1 1 0 0 0 0
## [2517] 0 1 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 1 1
## [2551] 1 1 0 0 1 0 1 0 1 1 1 0 0 0 0 1 1 1 1 0 0 0 0 0 1 1 0 1 1 0 1 1 0 1
## [2585] 0 1 0 0 0 0 0 1 1 0 0 1 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 1 1 1 0
## [2619] 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 1 1 0 1 1 1 0 0 1 1
## [2653] 0 1 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 0 1 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1
## [2687] 1 0 0 0 1 0 1 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 0 1 0 0 0 0 1 1 1 1 1
## [2721] 0 1 1 0 1 0 1 0 1 0 1 1 0 0 0 0 0 1 0 1 1 0 1 1 0 1 0 1 0 0 0 1 0 0
## [2755] 0 1 1 0 1 0 1 1 1 0 0 0 0 0 0 1 1 0 1 1 1 1 0 0 1 0 0 1 0 1 0 0 1 0
## [2789] 1 1 0 0 0 1 1 1 1 1 1 0 1 1 1 0 0 0 0 1 1 0 1 0 0 1 1 1 1 0 1 1 0 1
## [2823] 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 0 0 1 1 0 1 0
## [2857] 1 1 1 0 0 0 1 0 1 0 0 1 1 1 1 0 1 0 0 1 0 0 1 0 1 0 1 1 1 1 1 1 0 1
## [2891] 0 0 1 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 1 1 0 1
cuales <- mutate(cuales, edocivil = edociviles) # Agrega columna edocivil a cuales
head(cuales, 10) # Los primeros 10
## Id EmployeeName TotalPayBenefits Year genero edocivil
## 1 41218 Cheryl De Lemos 169995.4 2012 0 2
## 2 41219 Daniel Godfrey 169990.1 2012 1 1
## 3 41220 Robert Harvey 169982.0 2012 1 4
## 4 41221 Lawrence McDonnell 169980.4 2012 1 2
## 5 41222 Sergio Chavez 169973.1 2012 1 3
## 6 41223 Michael Grande 169970.4 2012 1 4
## 7 41224 Jeffrey Chow 169963.2 2012 0 4
## 8 41225 Winilyn Hidalgo 169960.5 2012 1 5
## 9 41226 Rodney Lee 169960.3 2012 1 3
## 10 41227 Lucille Palma 169940.8 2012 0 1
cuales # Van todos
## Id EmployeeName TotalPayBenefits Year genero
## 1 41218 Cheryl De Lemos 169995.4 2012 0
## 2 41219 Daniel Godfrey 169990.1 2012 1
## 3 41220 Robert Harvey 169982.0 2012 1
## 4 41221 Lawrence McDonnell 169980.4 2012 1
## 5 41222 Sergio Chavez 169973.1 2012 1
## 6 41223 Michael Grande 169970.4 2012 1
## 7 41224 Jeffrey Chow 169963.2 2012 0
## 8 41225 Winilyn Hidalgo 169960.5 2012 1
## 9 41226 Rodney Lee 169960.3 2012 1
## 10 41227 Lucille Palma 169940.8 2012 0
## 11 41228 Jonathan Rapp 169939.2 2012 1
## 12 41229 Ajay Saxena 169936.3 2012 0
## 13 41230 Albert Tom 169933.8 2012 1
## 14 41231 Edith Hammond 169930.6 2012 0
## 15 41232 Hector Tam 169925.7 2012 0
## 16 41233 Eugene Ling 169898.1 2012 1
## 17 41234 Xing Wang 169897.1 2012 0
## 18 41235 Crystal McDonald 169893.1 2012 0
## 19 41236 Patrick Cox 169890.4 2012 1
## 20 41237 Balraj Singh Rai 169887.5 2012 0
## 21 41238 Jennifer Northridge 169879.5 2012 0
## 22 41239 Roger Fong 169876.2 2012 0
## 23 41240 Edgar Tabo 169876.1 2012 1
## 24 41241 Kin Lee 169864.1 2012 0
## 25 41242 Kevin Adkins 169849.0 2012 1
## 26 41243 Curtis Caldwell 169837.2 2012 0
## 27 41244 Dianna Yanez 169831.5 2012 1
## 28 41245 Samuel Yu 169820.4 2012 0
## 29 41246 Eugene Shu 169811.9 2012 1
## 30 41247 Dale Winniford 169799.7 2012 0
## 31 41248 Clifford Burkhart 169798.2 2012 0
## 32 41249 Suzanne Miller 169794.0 2012 1
## 33 41250 Catheryn Williams 169791.3 2012 0
## 34 41251 Stephen Gritsch 169741.6 2012 1
## 35 41252 Maria Cecilia Martin 169740.3 2012 0
## 36 41253 Russell Roby 169736.7 2012 0
## 37 41254 Lawrence Soe 169732.1 2012 0
## 38 41255 Stephon Degand 169723.0 2012 0
## 39 41256 Michelle Tong 169704.5 2012 1
## 40 41257 James Kazarian 169704.2 2012 0
## 41 41258 Violeta Del Mundo 169699.7 2012 0
## 42 41259 Fred Lew 169693.3 2012 0
## 43 41260 Donald Bannett 169688.4 2012 0
## 44 41261 Miles Young 169673.6 2012 0
## 45 41262 Victor Le 169660.8 2012 0
## 46 41263 Eric Louie 169660.2 2012 1
## 47 41264 Lawrence Ng 169654.4 2012 0
## 48 41265 Eduard Ochoa 169639.7 2012 1
## 49 41266 Geoffrey Clayton 169635.6 2012 0
## 50 41267 Rona Sandler 169633.7 2012 0
## 51 41268 Larry Para 169624.0 2012 1
## 52 41269 Tracy Miesen 169619.6 2012 1
## 53 41270 Linda Moore 169607.8 2012 0
## 54 41271 Kaushal Bhaskar 169591.4 2012 1
## 55 41272 Moses Bautista 169562.9 2012 1
## 56 41273 Sophal Chea 169556.0 2012 1
## 57 41274 John Edward Herbert 169540.4 2012 0
## 58 41275 Shao Ping Lai 169540.4 2012 0
## 59 41276 William McCarthy 169527.5 2012 1
## 60 41277 Keith Baraka 169526.0 2012 1
## 61 41278 Richie Owyang 169518.8 2012 1
## 62 41279 Kenyon Bowers 169509.4 2012 0
## 63 41280 Herbert Mariano 169502.8 2012 1
## 64 41281 Maria Perez 169493.4 2012 0
## 65 41282 Gail Clabby 169492.0 2012 0
## 66 41283 Philip Secondez 169485.0 2012 1
## 67 41284 Marco Desangles 169480.8 2012 1
## 68 41285 Wilfredo Arquiza 169479.5 2012 0
## 69 41286 David Sands 169467.2 2012 0
## 70 41287 M J Castagnola 169463.2 2012 1
## 71 41288 Edwin Gaffud 169454.9 2012 0
## 72 41289 Sarah Lindley 169453.5 2012 0
## 73 41290 Carlos Manfredi 169442.4 2012 1
## 74 41291 Cathal Hennessy 169442.1 2012 0
## 75 41292 Diana Rosenstein 169432.1 2012 1
## 76 41293 Mary Russo 169431.2 2012 1
## 77 41294 Jeffrey Spano 169411.1 2012 0
## 78 41295 Craig Wong 169409.1 2012 1
## 79 41296 Fidel Gonzalez 169378.5 2012 0
## 80 41297 Deborah Heuerman 169373.7 2012 0
## 81 41298 Maria Lopez 169357.5 2012 0
## 82 41299 Diane Scarlet 169355.0 2012 0
## 83 41300 Cassandra Chapman-Tabor 169343.9 2012 0
## 84 41301 Gabriel Rodriguez 169331.7 2012 1
## 85 41302 Jeff Lai 169315.0 2012 1
## 86 41303 Thomas Macmahon 169308.8 2012 0
## 87 41304 Burton Wan 169307.1 2012 0
## 88 41305 Edwin Lee 169304.4 2012 1
## 89 41306 Kenneth Lim 169296.0 2012 0
## 90 41307 Thanh Nguyen 169295.9 2012 1
## 91 41308 Robert Boughn 169290.0 2012 0
## 92 41309 Joseph Boyle 169275.7 2012 1
## 93 41310 Antonio Balingit 169272.0 2012 1
## 94 41311 Garrett Edwards 169266.9 2012 0
## 95 41312 Shane Oneill 169255.5 2012 1
## 96 41313 Mary Callahan 169245.2 2012 1
## 97 41314 George Engel 169243.8 2012 0
## 98 41315 Barry Parker 169242.4 2012 1
## 99 41316 Jonathan Rider 169240.6 2012 0
## 100 41317 William Reilly 169239.7 2012 1
## 101 41318 Oren Davis 169235.3 2012 1
## 102 41319 Shauna Rose 169218.2 2012 1
## 103 41320 John Rowland 169217.7 2012 0
## 104 41321 Raymond Padmore 169214.4 2012 0
## 105 41322 Carol Davenport 169211.9 2012 1
## 106 41323 Edward Carew 169203.0 2012 1
## 107 41324 Rodney Fitzpatrick 169192.4 2012 0
## 108 41325 Lily Wang 169191.7 2012 1
## 109 41326 Yvonne Fuentes-Pattishall 169171.5 2012 0
## 110 41327 Elpidio Seletaria Jr 169161.2 2012 1
## 111 41328 Eric Kjelsberg 169150.7 2012 1
## 112 41329 James Grant 169136.8 2012 1
## 113 41330 Yin Chan 169131.3 2012 0
## 114 41331 Manito Velasco 169130.3 2012 0
## 115 41332 Lavante Mitchell 169126.5 2012 0
## 116 41333 Simon Tam 169123.0 2012 1
## 117 41334 Amy Swanson 169121.9 2012 1
## 118 41335 Armando Quintana 169112.3 2012 0
## 119 41336 Stephen OSullivan 169107.8 2012 1
## 120 41337 Romina Izaguirre 169091.8 2012 1
## 121 41338 Victor Siao 169089.8 2012 0
## 122 41339 Thomas Petersen 169089.4 2012 0
## 123 41340 Angelo Spagnoli 169087.7 2012 1
## 124 41341 Joseph Molinari 169082.7 2012 1
## 125 41342 Chhunmeng Tov 169061.5 2012 0
## 126 41343 Kevin Stancombe 169057.4 2012 1
## 127 41344 Andy Wong 169051.6 2012 0
## 128 41345 Eric Kondo 169042.5 2012 0
## 129 41346 Ronald Lombardi 169035.7 2012 0
## 130 41347 John Hallisy 169028.5 2012 1
## 131 41348 David Camerlo 169028.5 2012 0
## 132 41349 Thomas Jang 169020.9 2012 1
## 133 41350 Richard Graham 169017.5 2012 0
## 134 41351 William Wilkinson 169003.4 2012 0
## 135 41352 Mary Murphy 168997.5 2012 0
## 136 41353 Michael Dean 168990.1 2012 1
## 137 41354 Mary Warren 168977.2 2012 1
## 138 41355 Reuben Reyes 168968.8 2012 0
## 139 41356 John Kositzin 168966.9 2012 1
## 140 41357 Waylen Wang 168953.5 2012 0
## 141 41358 Mary Navickas 168951.9 2012 0
## 142 41359 Alfredo Tio 168948.6 2012 1
## 143 41360 Ponciano Sulit Jr 168938.3 2012 0
## 144 41361 Mark Pandori 168921.1 2012 1
## 145 41362 Paul Francis Mariano 168920.8 2012 1
## 146 41363 Nancy Tung 168918.2 2012 1
## 147 41364 Dennis Dang 168915.4 2012 1
## 148 41365 Jenny Wei-Ying Louie 168895.6 2012 0
## 149 41366 Gregory Dito 168888.3 2012 0
## 150 41367 Yvonne Cobbs 168887.8 2012 0
## 151 41368 Charles Bellah 168887.4 2012 1
## 152 41369 Dan Truong 168886.3 2012 0
## 153 41370 Waymen Gee 168883.8 2012 0
## 154 41371 Lindsey Suslow 168875.0 2012 1
## 155 41372 Judy Chin 168874.7 2012 0
## 156 41373 Hank Lum 168874.1 2012 0
## 157 41374 Yan Zou 168873.0 2012 0
## 158 41375 Donald Richman 168872.6 2012 0
## 159 41376 Baron Darnell 168861.4 2012 0
## 160 41377 Wendi Boselli 168860.4 2012 0
## 161 41378 Wendy Wells 168857.6 2012 1
## 162 41379 Anthony Garrett 168857.1 2012 0
## 163 41380 Ahmad Moghbel 168850.9 2012 0
## 164 41381 Albert Tom 168842.4 2012 0
## 165 41382 Albert Wong 168841.0 2012 0
## 166 41383 Ted Leung 168838.6 2012 0
## 167 41384 Louis Vallerga 168819.3 2012 1
## 168 41385 Eileen Needham 168819.0 2012 1
## 169 41386 Conroy Tam 168818.5 2012 1
## 170 41387 Edward Ho 168813.1 2012 1
## 171 41388 John Kwong 168806.7 2012 1
## 172 41389 Glenn Hunt 168799.6 2012 1
## 173 41390 Bryant Woo 168793.3 2012 0
## 174 41391 Heather Bollinger 168791.8 2012 1
## 175 41392 Linda Leong 168786.8 2012 1
## 176 41393 Filipinas Guasque 168780.9 2012 1
## 177 41394 Daniel Kim 168777.0 2012 0
## 178 41395 Douglas Ullman 168771.0 2012 0
## 179 41396 Joseph Ferrer 168762.5 2012 1
## 180 41397 Angelito Camerino 168761.2 2012 1
## 181 41398 Matthew Valmonte 168757.4 2012 1
## 182 41399 James Blue 168757.4 2012 1
## 183 41400 Catherine Weiser 168755.8 2012 0
## 184 41401 Lesley Wong 168751.0 2012 0
## 185 41402 Kenneth Sanchez 168746.9 2012 1
## 186 41403 John Chien 168746.0 2012 1
## 187 41404 Steven Ferraz 168744.6 2012 0
## 188 41405 Robbin Boykin 168738.7 2012 0
## 189 41406 Tommie Bartley 168731.2 2012 0
## 190 41407 David Leung 168730.7 2012 0
## 191 41408 Xavier Murillo 168729.8 2012 1
## 192 41409 Sergio Barraza 168728.4 2012 1
## 193 41410 Mun Choi 168722.1 2012 1
## 194 41411 Victor Lubet 168716.6 2012 1
## 195 41412 Erick Santiago 168713.5 2012 0
## 196 41413 Salome Esteves 168707.0 2012 1
## 197 41414 Brian Ng 168706.0 2012 1
## 198 41415 Chu Fei Ho 168698.6 2012 1
## 199 41416 Steven Lee 168691.5 2012 0
## 200 41417 Jennifer Liu 168686.1 2012 1
## 201 41418 Gene Gabriel 168682.4 2012 1
## 202 41419 Darren Arkava 168675.6 2012 0
## 203 41420 Feliciano Pili 168672.9 2012 1
## 204 41421 Nelson Szeto 168670.4 2012 1
## 205 41422 Steven Thomazin 168659.6 2012 0
## 206 41423 Eddie Tsui 168652.5 2012 0
## 207 41424 Jan Bryan Reyes 168649.5 2012 0
## 208 41425 Marilyn Daniels 168645.9 2012 0
## 209 41426 Shirley Chin 168639.3 2012 1
## 210 41427 Warren Leong 168634.5 2012 0
## 211 41428 William Scott 168630.6 2012 0
## 212 41429 Karen Hernandez 168629.9 2012 0
## 213 41430 Raymond Chu 168613.5 2012 1
## 214 41431 Mandana Siyadat 168612.6 2012 0
## 215 41432 Carl Farsai 168612.2 2012 0
## 216 41433 Jared Dunn 168612.0 2012 0
## 217 41434 Lynn Fong 168608.8 2012 0
## 218 41435 Kent Ford 168605.7 2012 1
## 219 41436 Mongkol Mahavongtrakul 168604.5 2012 0
## 220 41437 Hadi Razzaq 168573.2 2012 0
## 221 41438 Ryan Macaulay 168566.1 2012 1
## 222 41439 Tiffany Sutton 168564.5 2012 0
## 223 41440 Jeffery Sung 168563.1 2012 1
## 224 41441 Willy Yau 168561.3 2012 1
## 225 41442 Neil Hopper 168559.9 2012 0
## 226 41443 Nicholas Apodaca 168549.0 2012 0
## 227 41444 Stanley So 168547.9 2012 1
## 228 41445 Alexis Dufour 168546.5 2012 0
## 229 41446 Michael Tsang 168542.3 2012 1
## 230 41447 John Moren 168533.2 2012 0
## 231 41448 Edmund Shum 168518.6 2012 1
## 232 41449 James Kennedy 168501.1 2012 0
## 233 41450 Charles Drane 168495.6 2012 1
## 234 41451 Alice Yan 168494.0 2012 0
## 235 41452 Kenneth Yee 168490.5 2012 1
## 236 41453 Eunice Au-Yeung 168488.9 2012 0
## 237 41454 Carol Degraca 168482.8 2012 0
## 238 41455 Susan Yee 168482.1 2012 1
## 239 41456 Steven Currie 168467.3 2012 1
## 240 41457 Barbara Pinelli 168462.6 2012 1
## 241 41458 Sasha Cuttler 168459.4 2012 1
## 242 41459 Travis Hoff 168446.3 2012 1
## 243 41460 Reginald Scott 168444.5 2012 1
## 244 41461 Leslie Smith 168430.9 2012 0
## 245 41462 Ronda Johnson 168425.2 2012 0
## 246 41463 Sue Kokalis 168414.3 2012 0
## 247 41464 Miguel Prado 168413.8 2012 1
## 248 41465 Wayne Lee 168412.5 2012 1
## 249 41466 James Garfield 168410.8 2012 0
## 250 41467 Michael Pierron 168408.7 2012 1
## 251 41468 John Mercurio 168408.0 2012 0
## 252 41469 Michael Dichoso 168394.6 2012 1
## 253 41470 Damon Curtis 168394.3 2012 1
## 254 41471 Ronnie Donaldson 168378.2 2012 1
## 255 41472 Sonsire Garcia 168364.9 2012 0
## 256 41473 Franco Herrera 168364.8 2012 0
## 257 41474 Marvin Yee 168363.0 2012 0
## 258 41475 Deryk Lee 168360.4 2012 0
## 259 41476 Michael Kilgariff 168356.9 2012 0
## 260 41477 Joseph Siragusa 168350.9 2012 0
## 261 41478 David Koester 168349.8 2012 0
## 262 41479 Vilaska Nguyen 168343.2 2012 1
## 263 41480 Aaron Cowhig 168330.4 2012 0
## 264 41481 David Goff 168328.5 2012 1
## 265 41482 Jennifer Leonard 168322.0 2012 0
## 266 41483 Stacie Feng 168321.4 2012 0
## 267 41484 Masby Lau 168313.0 2012 0
## 268 41485 Stephen Roja 168313.0 2012 1
## 269 41486 Orchid Soh 168302.7 2012 1
## 270 41487 Jack Wronski 168298.5 2012 1
## 271 41488 Brandon Smith 168295.0 2012 1
## 272 41489 Alfonso Herce 168277.7 2012 0
## 273 41490 Andrew Mac Ilrath 168259.5 2012 0
## 274 41491 Woon Wong 168257.5 2012 0
## 275 41492 Carl Lee 168254.6 2012 0
## 276 41493 Stephanie Colmenero 168252.5 2012 1
## 277 41494 David Aymerich 168243.1 2012 0
## 278 41495 Roger Smith 168237.2 2012 0
## 279 41496 Gene Cornyn 168191.4 2012 0
## 280 41497 Joel Hornstein 168185.4 2012 0
## 281 41498 Helena Leiner 168179.7 2012 0
## 282 41499 Karyn Sanchez 168178.2 2012 1
## 283 41500 Michael Shanley 168177.4 2012 0
## 284 41501 Susan Hou 168164.3 2012 1
## 285 41502 Chris Schaefer 168150.8 2012 1
## 286 41503 Ashley Fernandez 168145.5 2012 1
## 287 41504 Virginia Sunday 168131.8 2012 0
## 288 41505 Carla Kasper 168127.5 2012 1
## 289 41506 Antonio Claudio 168122.1 2012 0
## 290 41507 Daniel Shiu 168118.4 2012 1
## 291 41508 Samuel Lou 168114.5 2012 0
## 292 41509 Laura Bernabei 168099.4 2012 1
## 293 41510 Brian Cranna 168080.4 2012 0
## 294 41511 Dustin Daza 168072.7 2012 1
## 295 41512 Peter Hamilton 168072.4 2012 0
## 296 41513 Anna Calderon 168072.0 2012 1
## 297 41514 William Kelleher 168071.2 2012 1
## 298 41515 Cristina Abella 168064.0 2012 1
## 299 41516 Matthew Loya 168042.0 2012 0
## 300 41517 Erik Leung 168034.1 2012 1
## 301 41518 Darla McBride 168019.4 2012 1
## 302 41519 Robyn Gralicer 168018.2 2012 1
## 303 41520 Jennifer Kwok 168007.8 2012 0
## 304 41521 William Twomey 168005.8 2012 0
## 305 41522 Alice Chan 167986.4 2012 0
## 306 41523 Jacqueline Pepper 167983.7 2012 1
## 307 41524 Anthony Scott 167982.5 2012 0
## 308 41525 Dale Denice Wood 167981.7 2012 0
## 309 41526 Marilyn Matli 167975.9 2012 0
## 310 41527 Andrew Flynn 167964.1 2012 1
## 311 41528 Tina King 167958.4 2012 0
## 312 41529 Alan Lamb 167950.3 2012 1
## 313 41530 James Alonso 167950.0 2012 0
## 314 41531 Gregory Browne 167942.7 2012 0
## 315 41532 Donald McIntyre 167939.1 2012 0
## 316 41533 Laura Moye 167937.2 2012 0
## 317 41534 Martin Covarrubias 167922.5 2012 0
## 318 41535 Julio Molina 167917.2 2012 0
## 319 41536 Laura Lombardi 167888.6 2012 0
## 320 41537 Jason Wong 167884.9 2012 0
## 321 41538 Miguel Herrera 167877.3 2012 1
## 322 41539 Patrick Burke 167875.0 2012 1
## 323 41540 Michael Evans 167868.7 2012 0
## 324 41541 Ethel Yap Roque 167868.2 2012 1
## 325 41542 Azarias Castro 167864.5 2012 0
## 326 41543 Genieve Dela Cruz 167864.4 2012 0
## 327 41544 Robert Sanchez 167843.5 2012 1
## 328 41545 Andrew Geddes 167834.5 2012 0
## 329 41546 Tigran Antonian 167831.9 2012 1
## 330 41547 Jonathan Eric Non 167831.5 2012 0
## 331 41548 Keanway Kyi 167829.9 2012 0
## 332 41549 Curtis Nakano 167819.9 2012 0
## 333 41550 Jonathan Kuhns 167819.6 2012 0
## 334 41551 Phillip Frenkel 167815.4 2012 0
## 335 41552 Tracey Loveridge 167779.4 2012 0
## 336 41553 Gregory Stechschulte 167777.5 2012 0
## 337 41554 Purisima Mallari 167773.5 2012 1
## 338 41555 Amy Cohen 167763.2 2012 1
## 339 41556 Deborah Walters 167761.2 2012 0
## 340 41557 Jay Veach 167760.1 2012 1
## 341 41558 Margot Antonetty 167757.4 2012 0
## 342 41559 Kendra Kennedy 167751.9 2012 0
## 343 41560 Anthony Piazza 167750.9 2012 0
## 344 41561 Nichole Truax 167749.8 2012 1
## 345 41562 Jonathan Rewers 167742.0 2012 0
## 346 41563 George Scrivani 167741.9 2012 1
## 347 41564 Huan Chen 167717.2 2012 0
## 348 41565 Elizabeth Crudo 167713.0 2012 1
## 349 41566 Linda Truong 167707.3 2012 1
## 350 41567 Natalie Spaelti 167704.1 2012 0
## 351 41568 Mark Zhang 167704.1 2012 0
## 352 41569 April Pan 167694.3 2012 0
## 353 41570 James Easterday 167693.5 2012 1
## 354 41571 Paul Mourgos 167671.2 2012 0
## 355 41572 Maribel We 167664.7 2012 0
## 356 41573 Matthew Sullivan 167650.2 2012 1
## 357 41574 Patrick Shea 167648.4 2012 1
## 358 41575 Wilson Ng 167632.2 2012 1
## 359 41576 Joseph Emanuel 167621.4 2012 1
## 360 41577 Justin Wong 167619.7 2012 0
## 361 41578 Michael Wells 167614.6 2012 1
## 362 41579 Megan Kennel 167603.7 2012 1
## 363 41580 Jamilla Churchill 167592.5 2012 1
## 364 41581 Leonard Maloney 167590.0 2012 1
## 365 41582 Gerald Lyons 167570.1 2012 1
## 366 41583 Dee Lau 167556.3 2012 1
## 367 41584 Nathaniel Manalang 167548.9 2012 0
## 368 41585 Robin Love 167528.9 2012 1
## 369 41586 Eric Reboli 167524.8 2012 0
## 370 41587 Jeffrey McHale 167524.0 2012 1
## 371 41588 Phillip Gordon 167523.4 2012 1
## 372 41589 Douglas Lipps 167521.4 2012 0
## 373 41590 Anna Karina Paranpan 167517.2 2012 1
## 374 41591 Felicha Bell 167517.1 2012 0
## 375 41592 Toni Ratcliff-Powell 167501.2 2012 1
## 376 41593 Endia Costley 167489.9 2012 0
## 377 41594 Robert Greiner 167479.3 2012 1
## 378 41595 Siu Tom 167477.4 2012 1
## 379 41596 Henry Tasto 167468.0 2012 0
## 380 41597 Rosa-Leah Martinez-Davis 167457.6 2012 0
## 381 41598 Lydia Faidiga 167442.2 2012 1
## 382 41599 Shedrick McDaniels 167420.4 2012 0
## 383 41600 Sean Doherty 167410.4 2012 1
## 384 41601 Carol Spear 167410.2 2012 1
## 385 41602 Eric Sloboda 167409.6 2012 0
## 386 41603 Audrey Smith 167399.5 2012 1
## 387 41604 Samuel Chui 167398.0 2012 0
## 388 41605 Kimberly McKinney 167390.8 2012 0
## 389 41606 Christopher Wong 167377.7 2012 0
## 390 41607 Agripino Medina 167369.3 2012 0
## 391 41608 Patrisha Levardo 167366.2 2012 1
## 392 41609 Jason Negron 167350.4 2012 0
## 393 41610 Antonio Sunga Jr 167349.4 2012 1
## 394 41611 Mary Godfrey 167335.2 2012 1
## 395 41612 Sophia Yung Hsu Lin 167314.4 2012 0
## 396 41613 James Drilon 167300.2 2012 0
## 397 41614 Richard Miles 167297.3 2012 1
## 398 41615 Pablo Munoz 167296.0 2012 1
## 399 41616 Walter Weatherly 167291.4 2012 0
## 400 41617 Birgitta Durrett 167287.4 2012 0
## 401 41618 Larry Mares 167283.7 2012 1
## 402 41619 Andrew Kavanagh 167271.0 2012 1
## 403 41620 Stephen Kloster 167270.2 2012 1
## 404 41621 Michael O'Donnell 167265.0 2012 1
## 405 41622 Donald McCarrell 167263.1 2012 1
## 406 41623 Shaun Navarro 167260.6 2012 0
## 407 41624 Patrick O'Riordan 167257.0 2012 0
## 408 41625 Jennifer Carton-Wade 167256.4 2012 1
## 409 41626 Christopher Knight 167242.1 2012 1
## 410 41627 David Copeland 167233.7 2012 0
## 411 41628 Chien-Ping Chou 167202.8 2012 1
## 412 41629 Darren K Wong 167201.8 2012 1
## 413 41630 Josef Bruckback 167191.9 2012 0
## 414 41631 Almon Wong 167171.7 2012 0
## 415 41632 Ruben Vasquez 167170.8 2012 0
## 416 41633 Edraline Bencito 167168.8 2012 1
## 417 41634 Robert Byrne 167149.3 2012 0
## 418 41635 David Greenaway 167143.8 2012 0
## 419 41636 Thomas Sheridan 167140.2 2012 0
## 420 41637 Shawn Mendez 167138.5 2012 0
## 421 41638 Michael Tune 167131.9 2012 0
## 422 41639 Arnaldo Aleman 167123.0 2012 1
## 423 41640 Rebekah Krell 167119.8 2012 1
## 424 41641 Mark Fraize 167109.4 2012 1
## 425 41642 Joel Leong 167094.9 2012 1
## 426 41643 James McGrath 167082.7 2012 1
## 427 41644 Paolo Pignataro 167077.7 2012 1
## 428 41645 Anthony Calasanz 167067.9 2012 1
## 429 41646 Ronald Delrosario 167063.6 2012 0
## 430 41647 Zoila Maguina 167054.6 2012 1
## 431 41648 Leon Sorhondo 167051.2 2012 1
## 432 41649 Andre Kury 167046.8 2012 1
## 433 41650 Andre Reynolds 167039.5 2012 0
## 434 41651 Tip I Tam 167020.3 2012 1
## 435 41652 Dustin Ruff 167011.0 2012 1
## 436 41653 Daniel Reyes 167002.6 2012 1
## 437 41654 Michael Dilallo 166995.2 2012 0
## 438 41655 Kevin Galvin 166991.7 2012 0
## 439 41656 Anne Simons 166984.2 2012 0
## 440 41657 Tracey Packer 166983.7 2012 0
## 441 41658 Amy Javelosa-Rio 166982.0 2012 1
## 442 41659 Raymond Winters 166973.0 2012 0
## 443 41660 Christian Jeffrey 166970.1 2012 1
## 444 41661 Eric Lau 166960.9 2012 0
## 445 41662 Frederico Tumulak 166956.6 2012 0
## 446 41663 Edwin Anaya 166956.2 2012 0
## 447 41664 Patrick Toepel 166952.2 2012 1
## 448 41665 H Carlo MacDula 166944.0 2012 1
## 449 41666 Larry Lui 166903.6 2012 0
## 450 41667 Cheryl Martin 166899.8 2012 0
## 451 41668 Edward Barrientos Jr 166899.0 2012 0
## 452 41669 Scott Erdmann 166897.0 2012 0
## 453 41670 Edward Yamada 166889.1 2012 0
## 454 41671 Tim Lee 166888.3 2012 0
## 455 41672 Benjamin Santana 166887.4 2012 0
## 456 41673 Warren Lee 166884.0 2012 1
## 457 41674 Nataliya Kuzina 166870.5 2012 1
## 458 41675 Michael Gerchow 166867.9 2012 1
## 459 41676 Mary Alejandro 166851.0 2012 1
## 460 41677 Patrick Louie 166844.5 2012 1
## 461 41678 Maria Janette Navarro 166843.4 2012 1
## 462 41679 Maina Tuimavave 166834.5 2012 1
## 463 41680 Eric Tindall 166825.9 2012 0
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## 1908 43125 Jennifer Marino 157512.3 2012 1
## 1909 43126 Gigi Ricasa 157509.0 2012 1
## 1910 43127 Dalton Hom 157503.8 2012 0
## 1911 43128 Faenetta Hutchings 157490.0 2012 0
## 1912 43129 Naiyapakorn Nakornkhet 157479.4 2012 1
## 1913 43130 John Higgins 157478.8 2012 1
## 1914 43131 Michael Kellogg 157472.8 2012 1
## 1915 43132 William Brunicardi 157461.8 2012 1
## 1916 43133 Lily Ng 157438.6 2012 1
## 1917 43134 Yim Chan 157433.2 2012 1
## 1918 43135 Sheila Calabro 157431.9 2012 1
## 1919 43136 Beverly Jew 157426.8 2012 1
## 1920 43137 Phong Nguyen 157424.0 2012 0
## 1921 43138 Agustin Perez 157412.4 2012 1
## 1922 43139 George Antoniotti 157406.3 2012 0
## 1923 43140 Kenny Wong 157406.0 2012 1
## 1924 43141 Eugene Paras 157405.2 2012 0
## 1925 43142 Holland Stephens 157396.8 2012 0
## 1926 43143 Edward Greene 157393.9 2012 0
## 1927 43144 Milton Khuu 157393.9 2012 0
## 1928 43145 Jeffrey Ranta 157383.9 2012 0
## 1929 43146 Michael Clauzel 157380.3 2012 1
## 1930 43147 John Chester 157380.2 2012 1
## 1931 43148 Robert Toomey 157379.6 2012 1
## 1932 43149 Rhaymond Vizcarra 157369.0 2012 1
## 1933 43150 Luigi Cauteruccio 157362.1 2012 1
## 1934 43151 Michael Broussard 157360.5 2012 1
## 1935 43152 Nicholas Brady 157354.6 2012 1
## 1936 43153 Joshua Fry 157319.4 2012 1
## 1937 43154 Jerome Manalastas 157303.4 2012 0
## 1938 43155 Rebecca Salazar 157292.2 2012 1
## 1939 43156 Carol Karen 157292.2 2012 1
## 1940 43157 Teresa Rivor 157284.1 2012 0
## 1941 43158 Walter Podesta Jr 157281.0 2012 0
## 1942 43159 Lalaine Pillazar 157277.1 2012 0
## 1943 43160 Charles Chan 157275.2 2012 0
## 1944 43161 Patrick Cesari 157263.0 2012 0
## 1945 43162 Al J Sangimino 157252.4 2012 1
## 1946 43163 Rondaa Jackson 157243.5 2012 0
## 1947 43164 Kelly Swift 157234.5 2012 1
## 1948 43165 Marilyn Barton 157232.0 2012 0
## 1949 43166 Jennifer Traw 157231.2 2012 1
## 1950 43167 Chung Mak 157225.5 2012 0
## 1951 43168 Chris Domerofski 157207.5 2012 0
## 1952 43169 Katy Bersamin 157202.8 2012 0
## 1953 43170 Kenneth Spielman 157195.5 2012 1
## 1954 43171 Maxwell Chikere 157167.8 2012 0
## 1955 43172 Marc Higa 157167.3 2012 0
## 1956 43173 Ruthanne Morentz 157149.6 2012 0
## 1957 43174 Carl Housh 157148.2 2012 0
## 1958 43175 Angela Patane 157146.7 2012 0
## 1959 43176 John Ascariz 157139.4 2012 0
## 1960 43177 Sonny West 157133.0 2012 1
## 1961 43178 Youcef Bouhamama 157131.7 2012 0
## 1962 43179 Monica Sheridan 157128.3 2012 1
## 1963 43180 Yuang-Tam Chiu 157125.5 2012 0
## 1964 43181 Elmer Lopez 157120.7 2012 1
## 1965 43182 Darryl Fields 157120.1 2012 0
## 1966 43183 Daryl Chang 157116.3 2012 0
## 1967 43184 Eduardo Rosete 157110.5 2012 1
## 1968 43185 Meghan Tiernan 157102.6 2012 1
## 1969 43186 Jnell Gray 157101.4 2012 1
## 1970 43187 Andrew Karcs 157100.0 2012 0
## 1971 43188 John Reeb 157099.8 2012 1
## 1972 43189 Hector Martinez 157096.5 2012 1
## 1973 43190 David Pagan 157090.5 2012 0
## 1974 43191 Ruth Dilts 157078.2 2012 0
## 1975 43192 Christian Marquez 157066.2 2012 0
## 1976 43193 Daniel Adams 157062.7 2012 0
## 1977 43194 Jimmy Lee 157056.9 2012 0
## 1978 43195 Barbara Dullea 157053.1 2012 0
## 1979 43196 Gustavo Castaneda 157038.8 2012 0
## 1980 43197 William Clarke 157036.8 2012 0
## 1981 43198 Tom Jankovic 157031.0 2012 0
## 1982 43199 Pedro Vieira 157026.4 2012 0
## 1983 43200 Huitier Choi 157011.1 2012 1
## 1984 43201 Jo Ann Bryce 157003.6 2012 1
## 1985 43202 Ian Richards 156995.5 2012 0
## 1986 43203 Jason Gallegos 156988.1 2012 1
## 1987 43204 George Ficklin 156985.0 2012 0
## 1988 43205 Joern Kroll 156983.7 2012 0
## 1989 43206 Maria Carcamo 156981.3 2012 0
## 1990 43207 Angela Auyong 156967.0 2012 1
## 1991 43208 Emil Camozzi 156965.5 2012 0
## 1992 43209 Mary Tienken 156963.6 2012 1
## 1993 43210 Abraham Bollozos Jr 156957.4 2012 0
## 1994 43211 Sandra Valeros 156955.9 2012 1
## 1995 43212 Craig Wilson 156945.3 2012 1
## 1996 43213 Andrew Lucas 156934.0 2012 1
## 1997 43214 Michael Bain 156926.0 2012 1
## 1998 43215 Kevin Ison 156923.1 2012 1
## 1999 43216 Richard Jue 156920.3 2012 0
## 2000 43217 Carol Borden-Gomez 156910.1 2012 0
## 2001 43218 Erik Morris 156900.7 2012 0
## 2002 43219 Jean Etcheveste 156895.3 2012 0
## 2003 43220 Timothy Overall 156874.0 2012 0
## 2004 43221 Zahid Khan 156872.5 2012 0
## 2005 43222 Huo Chen 156866.4 2012 1
## 2006 43223 Judith Foster 156863.6 2012 0
## 2007 43224 Alexander Popov 156855.9 2012 1
## 2008 43225 Sheila Washington-Andrew 156852.4 2012 0
## 2009 43226 Ronda Chu 156841.1 2012 0
## 2010 43227 Kevin Nakagawa 156839.4 2012 1
## 2011 43228 Willie Crawford 156836.2 2012 0
## 2012 43229 Kim Patrice Klein 156836.1 2012 0
## 2013 43230 Richmond Curry 156832.1 2012 0
## 2014 43231 Chong Nie 156827.0 2012 1
## 2015 43232 Joan Scannell 156826.5 2012 0
## 2016 43233 Karin Breuer 156797.5 2012 1
## 2017 43234 Lara Fuentes 156795.2 2012 0
## 2018 43235 Tienthang Nguyen 156784.1 2012 1
## 2019 43236 Danny Nguyen 156766.3 2012 0
## 2020 43237 Andrew Johnson 156763.3 2012 0
## 2021 43238 Melvin Thornton 156757.4 2012 1
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## 2024 43241 Janet Castellanos 156743.0 2012 0
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## 2027 43244 David Rojas 156738.0 2012 1
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## 2029 43246 Alphonso Livingston 156720.8 2012 1
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## 2725 3
## 2726 4
## 2727 2
## 2728 5
## 2729 1
## 2730 2
## 2731 4
## 2732 2
## 2733 2
## 2734 5
## 2735 5
## 2736 1
## 2737 2
## 2738 4
## 2739 4
## 2740 3
## 2741 5
## 2742 1
## 2743 5
## 2744 1
## 2745 1
## 2746 3
## 2747 5
## 2748 5
## 2749 5
## 2750 2
## 2751 5
## 2752 5
## 2753 2
## 2754 3
## 2755 4
## 2756 3
## 2757 1
## 2758 1
## 2759 3
## 2760 5
## 2761 5
## 2762 5
## 2763 3
## 2764 2
## 2765 5
## 2766 5
## 2767 1
## 2768 1
## 2769 2
## 2770 3
## 2771 1
## 2772 5
## 2773 1
## 2774 5
## 2775 1
## 2776 1
## 2777 1
## 2778 3
## 2779 4
## 2780 4
## 2781 3
## 2782 2
## 2783 2
## 2784 3
## 2785 4
## 2786 1
## 2787 4
## 2788 4
## 2789 4
## 2790 3
## 2791 3
## 2792 3
## 2793 3
## 2794 5
## 2795 4
## 2796 2
## 2797 2
## 2798 2
## 2799 1
## 2800 1
## 2801 3
## 2802 3
## 2803 4
## 2804 5
## 2805 4
## 2806 3
## 2807 4
## 2808 2
## 2809 2
## 2810 1
## 2811 2
## 2812 5
## 2813 3
## 2814 5
## 2815 5
## 2816 1
## 2817 5
## 2818 3
## 2819 3
## 2820 3
## 2821 3
## 2822 4
## 2823 4
## 2824 5
## 2825 5
## 2826 2
## 2827 1
## 2828 3
## 2829 5
## 2830 1
## 2831 1
## 2832 3
## 2833 3
## 2834 3
## 2835 5
## 2836 5
## 2837 2
## 2838 4
## 2839 3
## 2840 3
## 2841 1
## 2842 2
## 2843 1
## 2844 4
## 2845 2
## 2846 5
## 2847 1
## 2848 4
## 2849 5
## 2850 5
## 2851 2
## 2852 1
## 2853 1
## 2854 3
## 2855 1
## 2856 2
## 2857 5
## 2858 5
## 2859 5
## 2860 4
## 2861 3
## 2862 4
## 2863 3
## 2864 3
## 2865 5
## 2866 2
## 2867 5
## 2868 5
## 2869 1
## 2870 2
## 2871 3
## 2872 1
## 2873 5
## 2874 2
## 2875 2
## 2876 1
## 2877 2
## 2878 2
## 2879 5
## 2880 2
## 2881 4
## 2882 3
## 2883 2
## 2884 4
## 2885 4
## 2886 5
## 2887 1
## 2888 2
## 2889 5
## 2890 2
## 2891 2
## 2892 1
## 2893 2
## 2894 4
## 2895 1
## 2896 5
## 2897 3
## 2898 1
## 2899 2
## 2900 4
## 2901 5
## 2902 4
## 2903 3
## 2904 1
## 2905 5
## 2906 1
## 2907 1
## 2908 3
## 2909 1
## 2910 5
## 2911 3
## 2912 5
## 2913 4
Cuantos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de algua variable en este caso genero
table(cuales$genero)
##
## 0 1
## 1443 1470
Cuantos hay de genero 0 y de genero 1
# Genera una tabla cruzada o lo que es o mismo al frecuencia de clases de algua variable en este caso genero
table(cuales$edocivil)
##
## 1 2 3 4 5
## 601 596 580 563 573
Vamos a ver un histograma de genero
barplot(table(cuales$genero))
Vamos a ver un barplot de edocivil
barplot(table(cuales$edocivil))
